Product Hunt 每日热榜 2025-12-10

PH热榜 | 2025-12-10

#1
SnapTodo
A weekly planner that automatically schedules your todos
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一句话介绍:SnapTodo是一款融合周视图、待办清单与AI自动整理功能的生产力工具,通过视觉化规划和智能调度,解决个人及轻协作场景下任务规划混乱、难以坚持执行的痛点。
Productivity Task Management SaaS
AI任务管理 视觉化周计划 轻协作工具 独立开发者产品 智能日程整理 Google日历同步 预约页面 待办清单 个性化工具 生产力应用
用户评论摘要:用户普遍赞赏其简洁有趣的设计、独立产品气质及核心AI概念。主要建议与问题包括:强烈期待移动端(iOS)应用;询问AI智能整理与优先级逻辑的深度;希望增加颜色主题自定义;建议为繁忙日优化周视图布局;关注团队协作功能与外部日历冲突处理逻辑。
AI 锐评

SnapTodo的亮相,与其说是一款新工具,不如说是一次对“AI+生产力”现状的精准侧写。它聪明地避开了与Notion、Asana等巨头的正面功能堆砌竞赛,转而抓住了一个细微但真实的痛点:计划与执行之间那道由人类惰性与认知负荷构成的鸿沟。其宣称的“AI chaos”内核,本质上是将大语言模型在理解、归纳和结构化文本方面的能力,转化为一种“规划副驾驶”,旨在将用户零散、随意的输入转化为可操作、可视图化的日程块。

然而,其真正的挑战与价值考验也在于此。从评论中可窥见,用户对AI的期待已超越“花哨的重新排序”,深入到冲突解决、语义理解(如处理专业缩写)及真正的智能优先级判断。目前产品的回答显得谨慎而保守,强调“帮助大脑呼吸”而非“发号施令”,这固然是避免过度承诺的务实之举,但也暴露出其AI处于辅助性“整理”阶段,而非深度“决策”阶段。它的价值并非革命性的智能突破,而是在于将现有AI能力以极低的认知门槛和极高的视觉友好度,嵌入一个最经典的生产力场景(周计划)中。

另一个值得玩味的点是其“轻协作”定位。在集成Google日历并提供分享、预约页面的同时,它刻意保持了工具的“个人化”气质。这或许是一条差异化的生存路径:服务于小团队、自由职业者或朋友间的非正式项目协同,而非企业级复杂工作流。其成功与否,将取决于能否在“保持个性与简洁”与“提供足够实用的协作功能”之间找到精妙的平衡。总体而言,SnapTodo是一款理念清晰、执行到位的“最小可行产品”,它精准地命中了一个细分市场的情感诉求(喜爱独立、有性格的工具)和功能痒点(视觉化、减负式规划)。但其长期生命力,将取决于AI功能从“有趣整理”到“可靠规划”的进化深度,以及移动端体验的完整度。

查看原始信息
SnapTodo
SnapTodo is what happens when a weekly calendar, a todo list, and a bit of AI chaos collide. Drag tasks around, throw things into Someday, and let AI tidy up whatever your brain didn’t. You get friend-only sharing, a booking page that turns requests into tasks, and Google Calendar sync that (surprisingly) behaves. If you like visual planning, light collaboration, and indie-made tools with personality — hope you enjoy this one.
Hey PH 👋 SnapTodo started as a simple question: “What if a todo app actually had AI built into the core, not bolted on the side?” So I built this solo as a proof-of-concept — a weekly calendar + todo system where AI helps rewrite, sort, and clean up the mess we call planning. It’s still small, still evolving, and very much an experiment… but I’d love your thoughts. Does this direction make sense? What should AI do next? Any feedback you share will shape where this goes. Thanks for checking it out! 🙏
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@bigmacfive I adore your logo and the app itself!! congrats on your launch!!
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@bigmacfive So it can rewrite tasks for me… like making my chaotic notes sound sane? Genius.

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@bigmacfive What is your conflict resolution logic when an ai scheduled block overlaps with a newly accepted external meeting that hasn't been resynced yet?

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Have you considered launching for mobile app? like iOS, if I could carry it around in my pocket, that whould be absolutely perfect for me.

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@joeyzhang Great question, Joey!
A mobile app is definitely on the roadmap — I totally agree that having SnapTodo in your pocket would make the whole flow even more useful. I’m exploring the best way to bring the drag-and-drop weekly view and the AI features to iOS without losing the feel of the web app.
Would love to keep you updated as it gets closer!

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Congrats on the launch!

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A friend was literally searching for something visual but simple for managing their week. this fits their style perfectly, so I’m definitely sending it their way.

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@delaney_white1 Delaney, that means so much — thank you!
SnapTodo was really built for people who think visually but still want something lightweight, so hearing that it fits your friend’s style is amazing.
Really appreciate you sharing it their way!

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This UI is so clean but still fun! Can users customize colors/themes? Would love to match it to my workspace aesthetic 🌈

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@gabi_korablyova Gabi, I love this comment — it made my day 🌈
And yes, I’m absolutely going to add theme customization. I want you to be able to match SnapTodo to whatever aesthetic your workspace has.
I’m starting on the theme system right away, so you’ll be able to tweak or add new color themes soon!

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Does it just suggest reordering tasks, or it also help you prioritize?

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@getsiful Great question, Siful!
It’s less about suggesting fancy reordering and more about helping you finish what’s doable today and move the things you won’t get to into the right future spot.
So instead of telling you what to prioritize, it helps you split your workload in a realistic way — what gets done now vs. what should shift to another day.

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Ok this actually looks cool. I’ve tried like 50 todo apps lol

what makes your AI “tidy up” smarter than other tools? Is it just moving tasks or deeper logic?

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@mikhail_prasolov Thanks, Mikhail — trying 50+ todo apps is basically a badge of honor at this point 😂
About the AI: it’s less about “moving tasks around” and more about helping you find, plan, and make sense of the stuff you throw in at random.
It looks at what you wrote, pulls out meaning, suggests timing or grouping, and basically turns chaos into something workable.
The goal isn’t to boss you around — just to help your brain breathe a little.

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Love this indie vibe and the personality of the product.
Does the booking page auto-generate tasks with tags? That could be super helpful for campaigns.

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@kate_ramakaieva Thanks so much, Kate — really glad the indie vibe comes through! 🙌
About the booking page: it does automatically generate tasks from incoming requests, but it doesn’t support auto-tagging just yet. It’s something I’ve been thinking about though, especially for people running campaigns or structured workflows.
If you have a specific tagging flow in mind, I’d love to hear it!

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👍
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congrats!!! looks awesoooomee!!!

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@madalina_barbu Thank you so much, Madalina! 🙌
Really appreciate the excitement — it means a lot!

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It looked pretty simple at first glance. AI makes the difference, though. It might be fun using it.

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@oguz_dagli1 Yep — the surface is intentionally simple, but the AI is what gives it that little spark. It steps in just enough to make planning feel easier (and honestly, a bit more fun).
Hope you enjoy playing around with it!

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congratulations on the launch

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Just a quick note: the personality of the app stands out in best way, though I wish the week view had a slightly bigger glance section for busy days.

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@mahind_kumar Thanks so much for the note, Mahind — really appreciate it!
And I hear you on the week view. For busy days, having a bigger glance section would definitely make things clearer.
I’m already thinking about a layout option that gives more breathing room on heavy days without losing the simplicity of the weekly board.
Your feedback is spot on — thank you for calling it out!

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The 'Cursor for To-do' hook got me immediately. I practically live in Cursor these days so if the UX vibes match, I am sold.

Quick question on the AI rewriting, does it handle custom shorthand or acronyms well? Most AI tools try to 'correct' my dev notes into normal English which drives me crazy. Congrats on the launch!

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Love the combo of Cursor's smarts with calendar + todo management. The AI planning angle is what's missing from most task apps.

How does it handle team collaboration? Can you share task planning across teams? Also, does it integrate with existing calendars like Google Calendar?

Very cool concept! 🚀

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@imraju Thanks so much, Raju — really appreciate it! 🚀
Yes, Google Calendar is already integrated, and I’m planning to make that connection even smoother and more powerful.
For team collaboration, I’m working on features like assigning tasks to multiple people and making shared planning feel more natural.
The goal is to let teams plan together without losing the lightweight, visual feel of SnapTodo.

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In there, but, where do I get things done?

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@osakasaul Great question, Saul!
Right now the focus is on planning and organizing, but if you want a dedicated “Done” view, I can definitely add that. Some people love having a clean page just for completed tasks — happy to build it in if it’d help your workflow!

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This looks really useful! How does AI decide which tasks to prioritize first?

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@abod_rehman Thanks so much, Abdul!
Right now the AI prioritization is based mainly on dates, whether a task has a specific time or no time, and the language inside the task itself.
It also learns from the pattern of how your tasks pile up over time, so it can make smarter guesses about what should come first.
It’s still improving, but the goal is to help you focus on what actually matters today.

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Nice product, guys
It’s something that people with ADHD (myself included) really lack
When even choosing what daily task to do next becomes mentally exhausting – your tool could be really useful

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that's great. The dashboard is a bit heavy, but I like it.
The presentation video however is useless.

Going to use some info to make ActorDo better.

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Congrats! Love the AI-built-into-core approach vs bolted-on.

How does the AI handle context when tidying up? Does it see the full week

or work task-by-task?

Upvoted

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SnapTodo looks awesome! Love the AI tidying feature for chaotic weeks. How does the friend-only sharing work with recurring tasks?

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I have tried using the initial version. I really like the idea, but the UI needs a little bit help from my experience. When dragging to another day on dark theme, the background shows red. Now intuitively red usually means there is a conflict, and I can not schedule it. Also, it would be great if the chat could reschedule or move to different date or time. Right now it is failing to do that. It generates a great overview of tasks for the day. Small things. I like the overall idea. Great job!

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This is so good. Exactly what I needed.

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such a good idea ! is there a voice mode ?
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Can it be connected to my current Notion and Google Calendar?
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Superb and useful. If i could change the view to 7 days calendar, it would be great!

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@iamrajanrk Thanks so much, Rajan — really glad you find it useful!
And yes, a full 7-day calendar view is something I want to add. A lot of people plan their week differently, so having multiple view options makes total sense.
I’ll work on adding a proper 7-day mode so you can switch to it whenever you need!

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Congratulations team on the launch! Are you planning to add more calendars? Also, can we integrate/import past tasks from apps like todoist?
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@ashish_dubey11 Thanks so much, Ashish — really appreciate it!
Yes, I’m planning to add more calendar integrations beyond Google Calendar so people can bring their full schedule into SnapTodo.
As for importing past tasks from tools like Todoist, that’s something I definitely want to support. A clean import flow would make switching way easier, so it’s on my shortlist.

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#2
Incredible
Deep Work AI Agents - powered by Agent MAX
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一句话介绍:一款基于Agent MAX引擎的“深度工作”AI智能体平台,旨在通过近乎零幻觉、100倍记忆和自愈能力,解决AI智能体在自动化复杂、长周期任务时不可靠、成本高昂的核心痛点,实现7x24小时无人值守的自动化。
Productivity Artificial Intelligence Bots
AI智能体平台 自动化工作流 企业级AI 无代码/低代码 智能体引擎 成本优化 数据集成 幻觉消除 自主代理 生产力工具
用户评论摘要:用户普遍赞赏其解决了AI智能体的可靠性(不中断、不幻觉)这一核心痛点,认为体验友好。主要问题集中于技术细节:自愈机制原理(规则驱动还是模型驱动)、如何处理API不一致响应、多步骤工作流中如何避免数据重复操作与循环检测层级。
AI 锐评

Incredible及其底层引擎Agent MAX的发布,与其说是一款新AI应用,不如说是一次对当前“智能体狂热”的冷静纠偏。其真正的价值不在于创造了新奇的AI能力,而在于直面并系统性解决了阻碍AI智能体从演示玩具走向生产级工具的四大顽疾:幻觉、失忆、死循环和昂贵成本。

团队宣称的“14次失败”经历是其最宝贵的资产,这让他们从“修补产品”转向“构建基础层”。这种思路的转变是关键。产品介绍的“近零幻觉”、“100倍记忆”、“反循环”、“自愈”等功能点,直指当前智能体在复杂、长周期任务中必然崩溃的根源——缺乏对现实世界混乱数据、不稳定API和自身状态的有效管理与容错。其宣称的90%成本降低,如果属实,并非单纯的价格战,而是通过“上下文工程”和更好的数据表征实现效率革命,这可能是其能否大规模普及的胜负手。

然而,光环之下暗藏拷问。首先,“近乎零幻觉”的承诺极具吸引力,但边界在哪?其依赖的“真实数据映射”在处理高度非结构化或实时变化数据时,能否始终保持稳定?其次,自愈与反循环机制是预定义规则集还是具备真正动态决策能力的元认知模型?这决定了其应对未知错误场景的上限。最后,作为一个11人团队,面对“数百个集成”的维护、复杂客户场景的适配以及巨头环伺的竞争,其工程化深度与持续迭代能力将面临严峻考验。

总体而言,Incredible展现了一条务实的技术路径:在追求智能体“更强”之前,先确保其“更可靠、更经济”。这戳中了企业级应用最敏感的神经——风险与成本控制。如果Agent MAX能如其所述,成为智能体领域的“可靠性层”,那它的价值将远超单个应用,而是为整个AI智能体生态提供了可能的基础设施。但其成功与否,最终将取决于这些漂亮的技术宣称在真实、复杂、恶劣的业务工作流中的存活率。

查看原始信息
Incredible
Create AI agents that work 24/7, cost 90% less, and don't hallucinate on data—powered by Agent MAX. Automate daily repetitive tasks with the world's most advanced AI agent engine built for autonomous work. Hundreds of integrations. 90% cheaper. Near-zero hallucinations. 100x memory.

Hey Product Hunt! 👋 Philip here from Incredible, a small (but dedicated) 11-person team from Sweden.

We've spent the last 4 years obsessed with one problem: why don't AI agents actually work?

... They hallucinate. They forget what they're doing halfway through. They loop forever. They fail silently. Everyone building with AI agents hits these walls eventually.

We hit them 14 times... across 14 different AI products... since 2021...

Each one taught us something about what breaks. Eventually we stopped patching at the product level and started building the foundational layer that handles all of it.

That became Agent MAX.

Introducing: Deep Work AI Agents — powered by Agent MAX

AI agents that can actually run on their own & are purpose built for autonomous tasks. Without breaking.

Here's what Agent MAX solves:

  • Near-zero hallucinations: Function calls use real data, not made-up parameters (maps in data)

  • 100x memory: Deep context compression so agents don't forget the goal mid-task

  • Anti-loop: Stuck detection (no more infinite retries or loops that burn money)

  • Self-healing: Automatic error recovery without restarts + very cheap

  • 90% cheaper: Context engineering + better representations for model to interact with data & actions

What our early users are doing:

  • 📊 Processing entire CRM databases — deduplication, enrichment, updates across thousands of records

  • 📧 Running email workflows that used to take 3 hours/day, now passive

  • 🔄 Syncing complex data across tools without babysitting

  • 📈 Generating reports from live data pulls across multiple systems

There's hundreds of integrations built in. Google Workspace, Notion, Salesforce, Slack, Linear, HubSpot... more coming.

We don't have billions in funding. We're just an 11-person team in Jönköping, Sweden who've been grinding in the basement on this for 4 years.

🚀 Try it: incredible.one

🎁 Product Hunt exclusive: 90% off Pro for 3 months — first 100 users only. Code: PRODUCTHUNT90 (expires Friday 12th)

For developers: Incredible API gives you access to our Agentic AI models, and Agent MAX is in waitlisted early access, will soon be available for all as a research preview. - visit: docs.incredible.one

The entire Incredible team is here today — ask us anything! We'd love to hear your feedback.

Philip, Emil, David, Manas, Anika, Nikola, Fredric, Yesith, Abhinav, Suvi, Krrish

What repetitive work would you want agents to handle? Drop your use case! - we're building starter agents based on what people actually need.

💬 Join our Discord for direct support & ideas: https://discord.com/invite/pNmdkxgBe2

Tack! 🇸🇪

Excited to see what you create! Here's my most recent one:


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@philip_alm_at_incredible If anyone is interested in the Technology that is behind this product, check out Agent MAX that is coming soon to our API. It allows you to build powerful agents in just a few lines of code. Don't worry about tool-loops, context management, or optimization, we handle all of that for you. You as a developer just dump data, tools, goals, and the agent will make sure it happens. Sign up to our waitlist if you want to get access earlier than everyone else.

Learn more: https://docs.incredible.one/agent-max
Waitlist: https://form.typeform.com/to/TiiMHobk?typeform-source=docs.incredible.one)

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@philip_alm_at_incredible Curious how Agent MAX prioritizes task recovery during long workflows — is the self-healing layer rule-based or model-driven?

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@philip_alm_at_incredible Super excited to try this!

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Congratulation @philip_alm_at_incredible This is what every operations team wants: agents that don’t break.

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@digitalpreetam thank you Preetam! And 100% agree. It's what every customer we've interacted with for the past few years are struggling with + most of AI startups/scaleups building agentic products.

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Amazing work by an Incredible team! 👌🏻

Congrats on this milestone. Keep up the great work!

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@mathiaskarlsson Thank you for the kind words!

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support from your follower on LinkedIn!

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@gera7799 haha awesome Mikitia, appreciate it a ton! Hope you enjoy the product. Let us know your feedback!

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Congratulations on the launch 🎉 🎉

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@shubham_pratap thanks a ton Shubham :) Entire team has been heads down working on this for soo soo long. Exciting times. Appreciate the support!

Did you try creating an Agent yet?

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This IS incredible! made my first AI AGent without a hitch. THE most user-friendly expeince I've every seen in an AI Agent tool. (No disclaimer, PH friends; I do not know these people; I'm just genuinely excited about this!)

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@osakasaul love it Saul, soo happy to hear!

Let us know what you end up creating. Entire team would love to hear your feedback :)

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great product-great team, congrats

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@cem_ozcelik That's nice of you to say! A lot of time & energy went it to this launch.

We're trying to keep up with all the outreach we're getting right now

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Hey Philip, congrats on the launch! 14 different AI products and eventually deciding to stop patching and build the foundation instead that’s a journey. Was there a specific product (or failure) in that lineup that finally made it click?
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@vouchy yeaaaah it's a long story.

This is the main problem we're trying to solve:

(1) Given any task or workflow,
(2) With any amount of steps,
(3) Written by any person in any format and in any language,
(4) Across any API integration(s),
(5) With any mix and amount of structured and unstructured data...

Our models need to:
(1) Understand what the user wants the outcome to be
(2) Know what level of quality is actually satisfactory
(3) One-shot the entire workflow that creates that outcome

While also:
(1) Costing less than the value the outcome creates
(2) Not taking forever
(3) Not hallucinating
(4) Being able to do it again. And again. And again.

At one point we had a workflow builder powered by our models. We came to a point where it could 1-shot the workflows - so ended up wrapping that into what we're showing now!

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Agent MAX represents a significant move toward compliance-ready automation, its reductions in hallucination, structured task execution, and enhanced traceability push autonomous agents toward the level of reliability and auditability modern legal and operational frameworks demand.

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@mssulthan Yes! We're super excited about getting that out into people's hands very soon

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Kudos to this badass team from Sweden. Special shoutout to Fredric and David who’s been answering all my stupid questions while I’ve been playing around with incredible last month. Great work guys!
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@markus_hogne Haha funny guy!! I heard Bazaar killing it!!

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Many congratulations on the launch @philip_alm_at_incredible and the entire @Incredible team!

Impressive approach. Most agent tools avoid the core reliability problems but Agent MAX seems to tackle them head on. One question. How does Agent MAX handle inconsistent or partial API responses during long runs.

Looking forward to trying it.

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@mausam_limbani thank you Mausam! Looking forward to hearing your feedback :)

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How does Incredible differ from other solutions?
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@danagoston 

Great question!

vs ChatGPT / Claude: They're great for chatting, but they don't really do things. Incredible agents run in the background, connect to 200+ tools, and actually finish tasks without you sitting there. ChatGPT also forgets what it's doing after a few steps. Agent MAX holds 100x more context so it can get through long workflows without breaking.

vs Zapier / Make: Love Zapier but you gotta build everything yourself. Triggers, steps, conditions. (even with their new chat ai versions it's still hard to get it the full distance) With Incredible you just describe what you want and it builds the automation in like 30 seconds. And the agents can actually think and adapt, not just follow a rigid flow.

vs other AI agent platforms: Honestly the big ones are that it doesn't hallucinate (checks actions against real data) and it's about 90% cheaper to run. So you can actually afford to automate the smaller stuff too.

Happy to go deeper on any of these!

PS: Great read here on Agent MAX benefits:

https://docs.incredible.one/agents/agent-max

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@philip_alm_at_incredible great stuff!
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Amazing work, team! Agent MAX feels like a tool that will actually change how people work with AI agents.

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@abod_rehman we're hoping so! Would love to hear your feedback when you try it! :)

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One word that made me click the 'visit website' is hallucination 😂😂I tell that to my AI anytime I want content. Congrats on the launch 😊the engineering behind this is honestly impressive, especially the anti-loop + self-healing combo. That’s where most agent systems collapse.
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@george_esther thanks a ton Esther, it's been a long journey here! If you're interested in some of the technical details you can find them here: https://docs.incredible.one/agents/agent-max :)

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Congrats! Curious how your anti-loop/self-healing behaves in multi-step workflows (e.g., CRM dedupe >enrich > sync). Do you detect loops per tool call or at the task graph level, and how do you avoid retries that silently mutate data twice?

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@llm_driven Great question!

Anti-loop works at the action history level, not per tool call. So it's looking at patterns across the whole workflow. If the agent keeps trying the same thing or a similar sequence without making progress, it catches that and terminates cleanly instead of burning through credits.

For the double mutation problem, a few things help here. Every action gets validated before it commits (input validation against context, output verification before executing). And if something fails mid-workflow, self-heal doesn't just blindly retry the same call. It analyzes what went wrong and tries an alternative approach. The successful steps stay cached so it doesn't re-run them.

So in your CRM dedupe > enrich > sync example: if enrich fails, it won't re-run the dedupe. It picks up from the cached state and retries enrich with adjustments. There's more technical detail in our docs if you want to dig in: docs.incredible.one/agent-max/deep-work-features

Let me know if you have more thoughts! :)

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Self-healing sounds like magic. Does it just retry failed tasks, or can it actually fix the issue on its own?

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@james_carter36 think of it like a fast way to re-try failures with feedback why the failure occurred. Most of the times this cuts down ~90% of the time spent after an error occurs trying to "work around it" + it saves a ton of tokens = waaay cheaper to run.

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for teams dealing with sensitive data. How does Incredible handle data security and permissions across all those integrations?

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@getsiful hey! super question :)

Few things on this:

  • We don't train on your data. Ever. Your prompts, documents, and anything from connected apps stays yours.

  • All task execution happens in isolated, sandboxed environments. Data gets processed for the duration of the task, then auto-deleted. No cross-contamination between users.

  • Everything's encrypted in transit and at rest. All integrations connect through secure channels.

We're GDPR compliant, and currently going through SOC 2 Type II and ISO 27001 audits (should be done early 2026).

For teams with stricter requirements, we also offer private tenant deployments and custom data residency if you need data stored in specific regions.

More detail here if you want to dig in: docs.incredible.one/security-compliance

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looks great, congratulations to the team!

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@madalina_barbu thank you a ton Madalina! :)

Let me know your feedback when you try it, would love to hear it!

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I just tried Incredible and the workflow is surprisingly smooth. Building an agent takes almost no effort. Really nice work from the team 👏

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@themadnexx glad you enjoyed it Ahmad, and thanks for trying it! :) Let us know if you have any feedback, would love to hear it!

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We just added Community to the platform, so go and share your agents with others 😊

Here's the link -> https://www.incredible.one/community

Let's see who can get the most upvotes by the end of the day

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The 'stuck detection' feature is honestly my favorite part. Nothing hurts more than checking your logs and seeing an agent burned through credits because it kept retrying a failed step all night. Quick question though, when it recovers from a loop, does it keep the full context history or does it summarize to save tokens? We handle massive documents at SquarePact, so I know how tricky that memory management is to get right.

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@govindsajit it's def. a good one! Lots of developers struggle building the system design around the Agent. It's hard to build with llms, usually takes a few months or years of trial & error. We packed all our learnings into it.

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The top three creators who have published their Agents in the community!

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I love that a small 11-person team built this. It makes me hopeful for other scrappy startups solving big problems.

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@christopher_evans6 haha yeah it's been a lot of long nights spent in the basement

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how about cost?

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@duy_vo8 

Good one! So Agent MAX runs about ~90% cheaper than other agent platforms. Same budget basically gets you 9x more automations (for agents). On large tasks it can be even cheaper.

Agent platform itself: Pro is $25/month, but if you use code PRODUCTHUNT90 you get 90% off for three months. So like $2.50/month to try it properly.

We wanted to make it stupid cheap so people could actually experiment without worrying about credits.

There's quite a lot of tech details here if you want to know more! :)

https://docs.incredible.one/agent-max

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Great user experience and product! Definitely, it makes a huge difference. Great job, Team Incredible!

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Wow, Incredible sounds amazing! Love the promise of near-zero hallucinations, thats a game changer. How do you handle complex integrations with legacy systems given the 100x memory?

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Killer launch @chrismessina @philip_alm_at_incredible @yesith_thomas_official @manas_ojha_incredible what does the pricing look like at an API / Production level? curious what baseline LLM this is built on (if multiple we'd love to know)

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Does Agents sleep? - Never! Just curious - what are most suitable tasks for Incredible where it could perform the best?

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This hits different. Actual autonomous agents that don't hallucinate could be a game changer for enterprise ops. Most tools just chat, you're building actual workers.

Key q - how does this handle context for domain-specific tasks like ITSM or customer support? Can you train on proprietary data? Also, how reliable is the task completion rate in production?

Very interesting! 🚀

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@imraju hey! super question :)

So for domain-specific stuff like ITSM or support, agents connect directly to your apps and work with your actual data during execution. No generic outputs. Deep Memory gives them 10-100x more context so they can handle big datasets and long workflows without losing track.

On proprietary data, we don't train on any of it. Ever. Everything runs in isolated sandboxed environments, gets processed for the task, then auto-deleted. For reliability, that's really the core of what we built. Tasks aren't marked done until every step is verified, agents self-heal when things break.

More detail here if you want to dig in: docs.incredible.one/agents/agent-max

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Agents that don’t forget, don’t hallucinate, and don’t loop is a game-changer. Excited to try this out!

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@shahmeer_baloch1 would love to hear your feedback! :)

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#3
HERO
Notion-like editor for formal business documents
314
一句话介绍:HERO是一款类Notion的正式商业文档编辑器,通过将文本、数据库和集成功能结合,为处理法律合同、技术规范、SOP等结构化文档的团队解决了信息孤岛、版本混乱和检索低效的核心痛点。
Productivity Text Editors SaaS
协同办公 文档管理 结构化文档 法律科技 合规管理 技术文档 数据库集成 实时协作 企业级应用 文档自动化
用户评论摘要:用户普遍认可产品针对正式文档痛点的定位,特别是动态关联和即时搜索功能。主要问题集中在:与Notion等工具的实质差异、处理超大文档的性能、细粒度权限控制、版本历史/追溯功能,以及与传统工具(如Word)的互操作性(如红线修订、导入导出)。
AI 锐评

HERO的野心并非再造一个Notion,而是试图在“正式商业文档”这个垂直但高价值的领域,构建一个具备法律与工程思维的操作系统。其宣称的“Notion-like”更像是一个市场入口,内核是解决非结构化文本(Word)与结构化数据(数据库)在严肃生产环境中的断裂问题。

产品的真正价值在于“动态互联”所承诺的“单一事实来源”。对于法律合同、技术标准等文档,一个条款的修改可能牵动数十处引用和附属文件。HERO将文档原子化(章节、条款、定义、变量)并建立实时链接,旨在根除“final_v3”式的版本地狱和人工核对的定义不一致风险。这直接对标的是专业服务中高昂的合规与协作成本。

然而,其成功的关键在于能否在“灵活性”与“约束性”之间找到最佳平衡点。Notion的困境在于,过度自由的结构在文档体积和复杂度攀升时导致性能与管理灾难。HERO选择预先定义更严谨的结构(如章节嵌套、条款编号),实则是以牺牲部分自由度来换取规模化下的性能与一致性保障。从评论看,团队对性能和安全有明确意识,这是正确的起点。

潜在挑战同样清晰:1)**生态迁移成本**:如何平滑导入并解析存量海量Word/PDF,并让习惯红线修订的外部合作方无缝参与,是落地最大门槛。2)**功能深度**:当前版本在核心的版本控制(Git-like)、审批流程上仍需完善,这些是企业采购的必选项。3)**市场教育**:需要清晰传达其与Confluence、专业CLM(合同生命周期管理)工具的边界,避免成为“又一个协作工具”。

总之,HERO切入了一个存在真实、昂贵痛点的利基市场。它能否从“亮眼的概念”成长为“不可或缺的基础设施”,取决于其能否在工程上实现其承诺的稳定与性能,并在功能上完成从“优秀编辑器”到“端到端文档工作流平台”的进化。

查看原始信息
HERO
Collaborative workspaces for serious work, combining the flexibility of text, the structure of databases, and the power of integrations. Designed for teams working on formal, structured documents like legal contracts, technical specs, SOPs, and policies, HERO dynamically interconnects files, sections, terms, and data in an integrated environment with lightning-fast search—whether you have 10 or 10,000 project documents.

👋 Hey everyone,

I’m Kevin, the founder of HERO.

Thank you so much for checking out our launch today. We built HERO because serious work deserves better tools than paper-based documents built with word processors built in the 90s.

If your team works on contracts, policies, SOPs, technical specs, or any structured, formal documents, you know the pain:

  • information buried across multiple files, sections, exhibits, etc.

  • repeated copy-pasting

  • outdated definitions

  • impossible cross-referencing

  • version chaos

  • hours wasted searching for the right clause, number, term, or page

HERO solves this by combining the flexibility of text, the structure of a database, and the power of live integrations, all inside one collaborative workspace.

Everything becomes interconnected: sections → definitions → clauses → data variables → linked documents → live values .. And the search is instant, whether you have 10 or 10,000 documents.

With HERO, you save ~2 hours per day (every day):

  • No more digging for past clauses

  • No more re-entering data in multiple documents

  • No more checking if a definition was updated in all files

  • No more manually coordinating versions

  • No more rewriting work that already exists somewhere else

  • No more switching between Word, PDFs, spreadsheets, emails, and shared drives just to complete one task

When all your structured documents share the same definitions, data, and references and they update everywhere automatically, the time savings compound fast.

If you work in legal, operations, compliance, engineering, or any document-heavy field, HERO gives your team back 10 hours a week you’re currently losing to admin and document chasing.

We’ve poured a lot of heart, honesty, and hard lessons into building this.

Would love your feedback, questions, or just to hear how your team currently handles this kind of work.

Thanks for being here, it means a lot.

Kevin

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@kevin_touati Kevin, we maintain many SOPs and version chaos is VERY real. The idea that definitions update everywhere instantly… stood out to me. Well done! :)

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@kevin_touati Congrats on the launch!HERO looks like a huge upgrade for anyone dealing with complex, structured documents

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@kevin_touati Does it support version history or rollbacks in case something gets overwritten?

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Thanks @kevin_touati Finally a workspace built for formal, structured documents - not just notes and wikis. HERO feels like what legal and ops teams have needed for years.

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Congrats on launching. For teams that already use Confluence + Git for technical documentation. Does HERO integrate or does it replace those entirely?

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@roopreddy Thank you! HERO fully supports markdown editing so it should be able to do most thing you do with git or Confluence. We’ve also built it API first so it can integrate easily with the tools of your choice. Happy to discuss more your integration use case and see how we can help.
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@roopreddy Thanks!

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Very cool product, love the landing page and the big "2 hours" text 😉.
I'm Arnau from team Tiptap. I see Tiptap was used to build HERO. Please reach out to us if there is anything we can improve in Tiptap to help you build your product.

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@arnau_gomez_farell 
Thank you! We will do!

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Not to be the downer here, but I’m trying to understand the real differentiation from Notion and internal databases. Is the magic mostly in automated cross-referencing or is there more that I may be missing?

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@himani_sah1 yes! that is one aspect of it. Whilst Notion is predominantly built for personal notetaking, HERO handles large, complex, heavily formatted formal business documents with the performance, security and scale this requires. Here are some other aspects as to how this differs: - Notion does pages within pages, HERO does sections within sections (sub/sections, sub/clauses, sub/paragraphs, schedules/appendices, etc.) to reflect the real structure of formal writing. - Dynamic Variables: Notion has pages and databases (sometimes a database within a page), HERO can embed specific data points within the text for powerful, fine-grained templating and dynamic content reusability. - Defined Terms & Acronyms: Reference and auto-manage key terms across large documents and projects. - Project-Based & Context-Aware: HERO can reference, update, and respond to changes across multiple files in real time for consistency, efficiency & accuracy. - Footnotes & Cross-Referencing: Native support for citations and internal linking, such as “Section 3.1(a)(i)” or “Part A of Schedule 5” which are essential to formal writing (ie. Legal contracts, technical specifications, operating procedures, etc.). That being said we also look up to Notion a lot and fully admire the incredible system they built. We now also get a sense of hard it is to get there. :)
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@himani_sah1 That's also what I'm confused about.

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I tested a few technical specs and everything synced smoothly without breaking the structure

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@anil_yadav38 so glad to hear! Let us know what you’d like us to build next.
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@anil_yadav38 Thank you for testing it out! 💪💪

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Bringing a structured, interconnected workspace to formal business documents is a brilliant step forward. Excited to see how teams leverage this to create faster, clearer, and more efficient workflows. Wishing you an amazing launch day and continued success.

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@priyankamandal thank you so much for the support! Looking forward to hearing your thoughts on it.
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@priyankamandal Thanks for the support!

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I like the concept, but our biggest issue with Notion-style tools has been performance and permissions at scale. How does HERO avoid slowdowns when dealing with really heavy docs (like 200+ page specs)? And do you support granular access controls per section?

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@zerotox Hi, thanks :)
Yeah performance is key for us, with legal documents often being so large as you mentioned.
We have optimized matters to ensure loading and typing remains fluid and fast no matter the size
Permissions can currently be limited down to the per document level with mentioned references.

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Can we import existing Word/PDF docs and auto-extract definitions/sections?

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@nuseir_yassin1 yes! You can, it should be near perfect on definition/section extracting. Still some work to do on section formatting depending on your use case but we are getting there. You can even drop multiple files at once for automatic importing/conversion.
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Wow, HERO looks amazing! The interconnected document feature for SOPs especially got my attention. How does the dynamic linking handle version control when sections are updated in different files?

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@jaydev13 thank you! It syncs in real time. 🙌
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@jaydev13 Thanks :)

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The pitch on 'Notion for formal docs' is solid. Notion always starts lagging for us once we pass the 50-page mark on technical specs. Curious about the underlying editor engine though, is this built on something like Prosemirror/TipTap, or did you roll a custom renderer to handle the cross-referencing logic? We deal with massive docs at SquarePact so performance on long-form text is usually the first thing I test. Congrats on the launch!

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@govindsajit you are correct! This is built specifically for the 200-page documents that articulate with 100s of other files, sections, terms, exhibits and appendices with the security, scale and performance this requires. Search and retrieval is also lightning fast no matter how big your document set is.
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@govindsajit Indeed it does, however you won't find that problem with us! :)
Thanks for the support.

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Clean product. The structured document + database combo solves real pain for legal/compliance teams who are stuck in Word or Google Docs.

Q: Does it support AI-powered content generation for sections? Like auto-generating SOPs from templates? Also curious about version control and approval workflows.

Looking solid! 🚀

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@imraju yes! You can generate your content with AI, even interrogate your project docs confidentially and securely.
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@imraju Thanks! :)

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This could save our team so much time! Does it track version history like Git?

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@abod_rehman track changes is next on our list and will be released soon! It’s definitely inspired by the GIT system.
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Loved it, Kevin! Absolutely agree on this, we deserve better tools cause we need to also enjoy the process, no only the goal. Wish you all the best here!

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@german_merlo1 thank you!
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Feels like the grown-up Notion I wished I had for contracts. My ops brain is tired of 'final_final_v3'. Linking defs across docs is the bit that stands out. How do you handle redlines with external folks who won't switch tools?

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@alexcloudstar redlining is next on our list but if you want to work the traditional way with colleague, you can export one doc or an entire project in seconds.
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@alexcloudstar I bet it is.. thanks for checking us out!

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How does HERO handle versioning and collaboration conflicts when multiple people edit the same doc? Best wishes to the team

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@getsiful you have full cloud collaboration with custom & granular access privileges. You can branch out to separate workspaces to either work collaboratively or privately iterate on your final position. We are still working on version control & track changes which is next on our list.
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Congratulations. And happy product launch.

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HERO brings together text, databases, and integrations into one powerful workspace for managing structured documents like contracts, specs, and policies. How do you see a tool like this changing the way your team collaborates on complex projects?

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#4
Anytype Chats
A privacy focused team workspace
302
一句话介绍:Anytype Chats 是一款本地优先、端到端加密的团队协作空间,集成了文档、聊天、项目管理与知识库功能,为注重数据隐私和数字主权的团队提供了一个无需依赖云端、可离线工作的安全协作中心。
Messaging Notes Privacy GitHub
隐私优先协作平台 本地优先软件 端到端加密 一体化工作空间 数字主权 离线可用 开源可扩展 Notion替代品 Slack替代品 知识管理
用户评论摘要:用户高度赞赏其隐私理念与一体化设计,但指出协作功能需加强:如细粒度空间同步与分享、用户权限控制、离线协同编辑、更完善的任务管理和评论功能。部分用户认为存在学习曲线和界面细节待优化。
AI 锐评

Anytype Chats 的野心在于构建一个数字时代的“主权协作系统”。它并非简单地将 Notion、Slack 和 Obsidian 进行功能堆砌,而是试图以“本地优先”和“端到端加密”为基石,重构协作工具的权力结构——将数据控制权从服务商彻底移交用户。这在AI与云计算寡头垄断、数据泄露频发的当下,具有强烈的意识形态色彩和现实紧迫性。

然而,其真正的挑战并非技术实现,而是产品哲学与市场现实的碰撞。核心用户盛赞其理念,但反馈却暴露了“主权范式”的内在矛盾:极致的隐私与控制,必然牺牲部分协作的便捷性与灵活性。用户诉求如细粒度权限、云同步选择性、网页端评论,恰恰是中心化云服务赖以生存的“效率润滑剂”。Anytype 站在一个十字路口:是向协作效率妥协,引入有限的中心化组件,还是坚持极端的P2P架构,承受更陡峭的协作摩擦?

其“对象关系型”数据模型虽强大,但带来了显著的学习成本,这可能将其局限在技术爱好者和隐私硬核用户圈层。要破圈成为主流,它必须在“主权”与“易用”之间找到更精妙的平衡。未来的看点在于,它能否将“MCP协议”、“API生态”等开发者特性转化为护城河,构建一个既安全又可灵活扩展的生态系统,从而证明“数字独立”并非小众情怀,而是可持续的下一代生产力范式。

查看原始信息
Anytype Chats
Anytype is a safe haven for digital collaboration: one private place to chat, craft docs, organise projects, and build shared knowledge — all without surrendering your data.

👋 Hello Product Hunt!

We are thrilled to introduce Anytype: a safe haven for digital collaboration.

Imagine if Notion, Slack, and Obsidian had a baby… and that baby immediately declared independence, moved to the woods, and started writing philosophy. That’s us.

Anytype is a local-first, end-to-end encrypted hub for deep thought, chaotic teamwork, and everything in between.

🌱 Why we built this

We believe everyone deserves digital independence:

  • Autonomy: No cloud dependencies. Your data, your rules.

  • Availability: Works offline (tunnels, planes, and hills with zero signal).

  • Adaptability: Pages, chats, and lists form an extendable system, not a folder maze.

🧭 What you can do

  • Write & Organize: Pages, tables, kanban, calendars.

  • Chat in Context: Real-time messaging linked to docs. No more Slack-tab roulette.

  • Run Anywhere: macOS, Windows, Linux, iOS, Android.

🧱 For Devs & Power Users

  • API + Dev Portal: Build extensions, automations and agents.

  • MCP Protocol: Secure contextual access for background processes.

  • No Lock-in: Source-available code, portable data, easy export.

⚠️ The Beta Disclaimer

Let’s keep it real: it’s buggy, quirky, sometimes wild.

But it will never spy on you — and that already makes it different.

Tell us: What’s the one feature that would make you switch to Anytype?

We’ll be in the comments all day.

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@pronkin_ The one (three) thing: Let me sync spaces differently, share bits of a space (like a collection), and comments.

I’m already using Anytype, gathering and organizing research for documentaries etc, but getting my colleagues to the app would require a little more collaboration features and flexibility.

For example, in one project we’re collecting 500k+ documents regarding the oil industries in a couple of African countries. Anytype is perfect with the focus on objects and relations, but no way we can sync it to the cloud as it’s already 400Gb of data. A self hosted sync would be perfect, but then I can’t use the cloud or local sync for other spaces.

Another case is sharing documents with a producer. Now I have to copy a manuscript to something like Dropbox Paper if I want comments on them - better would be to share a collection of manuscripts (it’s a series if three programs I’m working on right now). Or share them one by one, but a function for comments would still be needed, and they would have to work on the web/published as web page.

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@pronkin_ Any plans for collaborative editing while offline, like merging changes later?

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@pronkin_ I really wish the Anytype team great success. Congrats on being on Product Hunt. I love the product and the vision. Thanks for making a company around end-to-end encryption from the beginning! Your pro tiers are also reasonably priced.


As for the feature requests, the thing that made me almost not switch: User access control. Right now an invited user has access to everything. We're currently circumventing this with creating a new space every time, but that is not a great UX and not viable for the future.

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Huge congrats to the team on shipping this! 🚀

This launch is the result of months of hard work and countless contributions from everyone involved — engineers, designers, and our amazing community members who've been testing and giving feedback along the way.

Don't miss out: grab a membership with our special 50% off launch discount!

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Congratulations on this launch.

I have been following the Anytype project for a while and using it on and off, and the app has really improved in the last few months.

What I am missing today is more robust task management, with rollups and automatic backlinks. I was thinking about this yesterday when I saw the great task update from Capacities.

Otherwise, it's more overall quality-of-life features that I would like to see, like a better delete option when we want to remove a page with a lot of embedded content.

Keep up the good work!

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@emaresom Thank you! Grinding days and nights in our bunker :)

Really good point about rollups. We plan to address that in the List 2.0 project, starting in January.

Better deletion (including hierarchy deletion) and copying with hierarchy are already in the works.

Would love to hear more of your thoughts. You are very welcome to join our community chat inside Anytype.

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I’ve been using Anytype for over 3 years. I believe deeply in digital sovereignty and the huge shift we’ve seen over the last few years towards generative AI has made that even more critical.

Anytype serves as my journal, my idea dump, my knowledge hub, a wiki for my house renovation, my business notes and product plans. With the addition of chats I’m now able to collaborate knowing that everything discussed remains private and encrypted.

The project is peerless and invaluable.

I look forward to the future developments and success of Anytype!

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@erindale Thank you for being with us on this journey, 3 years is no small thing. We’re glad Anytype could become your all-in-one tool, and even more so now with chats. Digital sovereignty has never felt more urgent, and your support means the world as we keep building toward it.

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I've been using Anytype for over a year, slowly migrating over from other services/apps wherever it makes sense. The chats are really helping with pulling other people into it. Being able to manage the bulk of the space, then link things into the chat as needed, makes it much easier to get others into using it.

Anytype has grown and changed quite a bit since I first tried it, and I'm excited to watch more of their plans take shape and get implemented. There are still important features missing, and some rough edges to be smoothed down or redone, but they are aware of that and are working hard and methodically to improve things. I encourage anyone to give it a try. There is a learning curve to be able to make effective use of everything, but they are working on the onboarding and tutorials to help with that.

To the Anytype team, keep up the good work! As hard as it is, I'll be patient, just know that I am very eager for some of the features slated for the next few months.

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@opalmonkey Thanks a lot for sticking with us and bringing others in. Glad to hear chats are useful — they’ve been a big focus lately. Still a lot to improve, but we’re getting there step by step. Really appreciate your patience and support!

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Cheers to launching!

I've been using Anytype for Android for a while and I like it.

It's well organised.

I just have one feedback; add the ability to remove Object Types not in use.

I only use Pages and Bookmarks.

I want to be able to hide everything else like I was able to in a previous version of Anytype.

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@charles_ochei Thanks a lot for the kind words. Happy to hear you like it. Yes, we plan to add the ability to remove any types and objects you don’t use. Currently working on type deletion.

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Anytype is for me as european entrepreneur one of the biggest hopes for genius european software with values.
Was using Evernote, MS, Notion and now: Anytype.

I can unse it very easy for things I don't want to nerd in and can customise what's important for me.

MCP is nice.

And I use it to structure my workflows such that Anytype guides me throgh links to the pages that I need to work with next.

I share Courses with Clients I built in Anytype pages (which look super nice!).

Hope you make it to the top!

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@hannes_altmann Thank you so much, it really means a lot, especially coming from a fellow European entrepreneur.

Digital independence is something we firmly believe in, especially in the era of AI. Just look around Product Hunt — we might be the only non-AI product launched in the past few months. It’s wild to think where all this is heading if we don’t start regaining control over our digital lives.

Ideas and values matter, but UX does too. So it’s great to hear you’re using Anytype to guide your workflows and share with clients. We’ll keep working hard to live up to that hope.

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Love Anytype! Its great place to store notes for classes, and document those things you only do once year and always forget later.

Not sure if the team is answering question here but, if so, I'd love to know if there is a plan to add more header types? There is 4 already and that's probably enough for more but I side nav bar and would like more headers to make better use of it.

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@redrabbit Thanks for being with us! No plans to add more heading levels for now, but we’re planning a full editor rework next year — collapsible headers and more flexibility might come as part of that.

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Anytype is awesome! It is bit complete and take some time to understand and organize, but once setup, it is works really well. I have been using it for 2+ years. There are still bunch of features missing. But what Anytype provides (Great Security + Blend of Notion+Obsidian+Craft+ Secure Messaging ) no other app is able to provide it. I think it has a lot of potential. I am super excited about it's future.

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@osho_tolle Thanks a lot for the kind words and for being with us for so long. We know it takes time to set up, but glad it’s working well for you. Still a lot to build — but we’re excited too!

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I just checked when I created my very first note in my very first Anytype Space… turns out it was back in October 2021 😇 What a ride it has been ever since! Huge congratulations to the Anytype team for building such a remarkable piece of software. If Anytype didn’t exist, someone would have to invent it! 👍💪

Over nearly four years of using Anytype, I gradually replaced all my other tools and went all-in with my notes, knowledge, and life management in 2022. I’ve tried almost everything OneNote, Evernote, Notion, Logseq, Trello, Todoist, Things, Roam, Obsidian, Tana, Capacities, but no tool ever stuck with me the way Anytype did. It became my go-to place for everything I need to organize in my life. I use it together with my wife, at work, in my own business, with other family members, and in every area it has proven to be incredibly useful. And having now Chat inside this tool just makes it even more powerful!

What I like most about Anytype:

  • local first --> incredibly fast, offline use

  • object oriented approach (everything as an object)

  • no one will ever be able to read my data on any server

  • Beautiful UI, I love the widgets and that I can fully customize the sidebar

  • Raycast interface --> as a heavy keyboard user, nearly everything is accessible without ever touching my mouse

  • shared spaces

  • local network sync capability --> I use it at work, where I have no internet connection and just a wifi-router, works like a charm

  • and much more!

It’s a joy to see the hard work the Anytype team puts into this product, and it keeps getting better with every update. I'm glad to be part of your journey. So keep on rocking, Anytypers! 💕🥳 Looking forward to every new release ✌️

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@siousu Wow, thanks for this. Means a lot that you’ve been with us since 2021. Amazing to hear how deeply Anytype fits into your life — work, family, business, all of it.

You nailed what we’re building for: local-first speed, full control, and real collaboration. Glad chats made it even better.

We’ll keep shipping. Grateful to have you with us.

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Congrats on the launch!
I’ve been following Anytype since the early beta, and it’s really inspiring to see how you’ve stayed true to the local-first and privacy-first vision. It’s rare to see a tool that treats autonomy and digital independence as a real philosophy, not just a feature.
The mix of notes, docs, and chats, all encrypted and running peer to peer, really feels like the future of collaboration. Excited to see how the AI Ally idea grows. Keep going strong!

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@denis_vert 100% agree! Especially your phrasing:


"[...] it’s really inspiring to see how you’ve stayed true to the local-first and privacy-first vision. It’s rare to see a tool that treats autonomy and digital independence as a real philosophy, not just a feature."

resonates with me!

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Thank you!

We couldn’t be more excited. AI Ally is really a beast

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I like your promo video a lot and the intention behind Anytype to be a privacy-friendly information hub.

But to be honest, you don't explain what your new "Anytype Chats" is. I only have a feeling it's somehow AI related due to you mentioning MCP, but there's no explanation. 🤔

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@drdanielbender Oh, thank you! Seems we weren’t clear enough on that point — we hoped the “Notion + Slack” line would hint at it, but let me explain:

  1. You can create group chats like in any messenger — but here, you can also work on docs, lists, and notes right inside the chat.

  2. You can create Spaces (simplified version of slack workspaces) with multiple chats — all in a multi-format environment.

All of this runs on our own protocol, fully p2p and encrypted — no one can disconnect you or see inside.

Here’s my slightly cringy demo video that shows it better: https://chats.anytype.io

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Hey team, huge congrats on the launch, and thank you for building Anytype. This is actually the first time I’ve ever left a Product Hunt review, and I wanted it to be for something that genuinely matters to me.

I originally discovered Anytype by accident while exploring what Notion could do. I honestly didn’t expect that something like this existed: a local-first, privacy-first tool that still looks and feels this good. Your website, your app, the whole UI/UX are incredibly polished for a product with such a serious core value like encryption and data ownership. I’ve been using Anytype for almost a year now, and it really feels like you’ve found your niche and a healthy way to monetize it without compromising on your principles. I’m glad more people are finally going to hear about you.

For me, Anytype became an encrypted layer on my Mac where I can keep the things that are truly sensitive or just deeply personal — not only secret data, but thoughts and notes I don’t want anyone else to see. Recently I was diagnosed with ADHD, and it felt like nothing could really contain or structure how chaotic my brain is. Anytype is the first place that actually works for that. I dump ideas, messy thoughts, private reflections there, and I can fully trust that they’re safe.

I haven’t used the new chat feature heavily yet because inviting others into a new app always has some friction, but I love the direction you’re going in. Extending the same privacy-first philosophy to communication makes so much sense. I just wanted you to know there are people out here whose lives are genuinely better because you decided to build this.

Thanks for creating something I honestly can’t imagine living without now.

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@hdhandle Wow. Thank you so much for this — it really moved us.

Hearing that Anytype has become a safe space for your thoughts and life, especially in such a personal context, means more than we can put into words. It’s exactly why we started building it.

We’re honored to be your first Product Hunt review. We’ll keep doing our best to make sure Anytype stays true to its values — private, local, yours.

Sending gratitude from the whole team.

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Brilliant app!

My use case is to manage information about team members of my unit, so I wanted it to be private and hosted on my laptop. Two things that I'm missing:
1. "Hidden data" which might be seen only with a password/fingerprint lock (currently, I'm using toggle to hide such data).
2. Ability to switch the view of linked notes (right now the 'card preview' just pulls content from a note, showing it as not formatted text, so it looks messy)

But overall - really great app!

To be honest, I'm using it with a free plan, I just don't need any of the paid features, but I would rather pay something like $1 instead of a free option.

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@denis_ryaboshtanov Thank you!

  1. Hidden data is a very interesting request. We will discuss it with the team and think how to do it right.

  2. Good point about card previews. Not a priority right now, but it will be solved for sure.

And thank you for the note about pricing.

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I'm a huge fan. fast, offline, private, great UX. just 🤌

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Thomas, your support means a lot. Huge thanks!

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My mind is now thinking how a decentralized baby looks 😅 Love the angle, was just starting off with obsidian and this may be a closer fit for the founder archetype
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@jalcantara Please let me know how it goes, and if anything is missing — happy to assist.

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Anytype is so gorgeous and fast. I could use it just because of that. Decentralized chats take it to the next level.

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Thank you, Alex! That’s exactly what we’re aiming for — beauty, speed, and full ownership. Glad the chats hit the mark too.

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Only started using Anytype in this last week but am really loving it, and especially how it also does P2P sync locally. It also has a generous free tier, and I love the bulk import/export with Markdown. It did a great job of importing my 1,200 plus notes in from Joplin Notes.

Hoping though that we will still see:

  • Find and Replace

  • Linking to blocks in same Page or in other pages

There is otherwise really nothing else that I miss in Anytype.

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Thank you! Great to hear you’re enjoying Anytype — and happy the Joplin import went smoothly.

Find & Replace is on the way.

Block-level linking is planned for next year as part of the Editor 2.0 project.

If anything else comes up as you settle in, we’re here to help.

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I've been using your software for around a year now. Initially I experimented with it, but it didn't quite suit my needs. Now though, I find myself doing a lot of writing and I'm building a personal knowledge database, and the changes you've made encouraged me to delve a bit deeper about 4 or 5 months ago. I now use it everyday for a number of functions. Thank you, this is a fantastic piece of software. Good luck for the future.

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Thank you Dennis — really appreciate this.

It means a lot to hear that the recent changes helped you come back and build your knowledge base with Anytype. We’ve been working hard to make writing and everyday use feel smoother, and messages like yours keep us going.

If you ever have ideas or things you’d like to see improved, we’re always here to listen.

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Privacy is the most important aspect for me and I loved your concept of local collaboration. Congrats on the launch!

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Thank you so much! Privacy is at the core of everything we build. Local collaboration is just the beginning — more to come!

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New to this product this application and setting this up as my command center Brain with support of theBrain (Graph\MindMap), Obsidian (OBJECTS\PUGINS+INTERNAL Direct edit of MD files), Zotero (FILES\Reference CITI). Working through the learning curve and finding the CHAT option a challenge at this time. Would find a FILTER option on the SIDEBAR to help organize first point of the workflow entry point. Main feature I like for what I use this application for is the OBJECTS and URI/URL support structure. The current URI for cross vault and outside application to bring direct objects up could be expanded further to make my one-point of entry work better.

Thanks again for the product.

Kerry Dalton

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Thank you, Kerry!

Sounds like you’re building a powerful command-center setup — love seeing Anytype used alongside tools like TheBrain, Obsidian, and Zotero.

You’re right: Chats have a learning curve today. We’re working on smoothing that out, and your point about a sidebar filter is spot on. We’re already exploring better ways to organize entry points and surface the right objects faster.

Regarding URI/URL support: completely agree. Cross-space and external linking is one of the core strengths of the system, and we plan to expand it so you can use Anytype as a true single point of entry.

Really appreciate you sharing this — helps us shape the right priorities. If you have more thoughts, we’d love to hear them.

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Best candidate for replacing Notion. @pronkin_ , how do you see advantages of Anytype over Obsidian ?

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@kyrylo_karalyus Thank you for the question! Obsidian is a great product, but it’s focused on personal use with Markdown as the main format.

Anytype is built for collaboration: with a block-based editor as just one of several formats. With this launch, we’re introducing Chats, making it even more collaborative — all without compromising on privacy or ownership.

Unlike Obsidian, syncing in Anytype is free out of the box and fully peer-to-peer: no subscription required. Our mobile apps are fully native and feel smooth.

And of course — aesthetics matter to us. We care deeply about visual design and creating a space that feels good to be in.

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@kyrylo_karalyus I've moved everything from Notion into Anytype last year, didn't look back. Anytype is blazing fast and very much more private compared to Notion.

I wouldn't quite compare Obsidian's experience with Anytype, but Anytype does do more than Obsidian. Everything is stored end-to-end encrypted and not plain text on your local device, this means someone cannot read your Anytype notes via an evil maid attack by going into the file storage. Anytype also has free P2P sync built in. Instead of close-source, Anytype's code is open and anyone can see every changes made to the app. I like how I can easily collaborate with people on Anytype.

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LOVE anytype! migrated from notion and never looking back after getting a sudden ban (on notion) and everything deleted without explanation or warning.

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Thank you — and wow, sorry you had to go through that. Sudden bans and data loss are exactly the kinds of situations we want to make impossible.

Really glad you found a home in Anytype. Your data is yours — full stop.

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Great update from the team! Been using Anytype for a while now. I hope local AI is next.

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@artem_daniliants Thank you! Glad to have you with us. And yes — local AI is very much on the way. Stay tuned!

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Merging chat directly into the docs is actually such a smart move. Context switching between Slack and Notion kills my flow daily. Nice work on this.

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Thanks a lot! That’s exactly the pain we wanted to solve. Work and conversation belong together — no more jumping between tabs just to stay in context.

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Love the privacy-first angle. End-to-end encryption + local-first is the way forward for sensitive team collaboration.

Q: How do you handle sync conflicts when working offline? Also, what's your go-to-market - are you focusing on teams that care deeply about privacy (legal, healthcare)?

Excited about this! 🚀

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@imraju Thank you! We’ve built our own sync protocol to support local-first, encrypted collaboration — it handles offline edits using CRDTs, so conflicts are merged automatically in most cases. Here’s the docs if you’re curious: https://sync.any.org

As for go-to-market, we’re starting with individuals and small teams who care deeply about autonomy & privacy, then gradually expanding to larger teams and businesses.

Excited to have you on board!

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This looks really cool! How smooth is offline collaboration when multiple people are editing the same page?

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@abod_rehman Thank you!

Offline collaboration is already quite good when people edit the same page. The only tricky part is when two people edit the same block at the same time. In that case we use a simple rule where the last write wins.

The nice thing is that you always have full history, so you can revert any change if the conflict did not resolve the way you wanted.

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awesome promo video and the intention behind Anytype to be a privacy-friendly information hub. Great job

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Thank you Yousuf! Means a lot. It’s much easier to grind when there’s a real sense of purpose behind.

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You've built something that keeps my game design chaos from spiraling into complete entropy—and trust me, between running a two-year Shadowrun campaign, juggling multiple projects, and trying to explain mechanics to programmers, that's no small feat. Your tool is the only reason my friends still tolerate my increasingly elaborate session notes and why my documentation doesn't look like a conspiracy theorist's cork board. Seriously, thank you for making something that actually gets how creative work actually works—messy, interconnected, and never quite fitting into traditional folders. You're doing the lord's work, and my players have no idea how much smoother their experience is because of you.

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I love that Anytype exists, and I use it lightly. I haven't yet figured out how it can replace Notion since there's enough difference between the two apps that it will take some adjustment on my part. Thanks for what you do! We need privacy-focused alternatives.

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Thank you — really appreciate this.

Totally understand the “adjustment” part. Anytype isn’t Notion, so it can take a bit to figure out how it fits into your workflows. We’re working on better templates, guides, and migration paths to make that step easier over time.

In the meantime, even using it lightly already supports the mission of more private, independent tools — so thank you for that too.

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#5
Vybe
Lovable for internal apps
227
一句话介绍:Vybe是一款将自然语言转化为安全、生产就绪的内部应用平台,旨在解决快速增长公司中业务团队因工程资源紧张而无法及时获得定制化内部工具,导致流程僵化、效率低下的痛点。
Artificial Intelligence Tech Vibe coding
低代码开发平台 内部工具构建 自然语言编程 企业级应用 数据集成 业务流程自动化 快速原型 安全与权限管理 团队协作 生产就绪
用户评论摘要:用户普遍认可其能快速构建稳定、集成的内部工具,尤其赞赏其生产就绪性、内置安全权限和真实Git集成。核心关注点包括:非技术人员修改工作流的易用性、与竞品(如Lovable)的差异化优势(安全与访问控制)、模板可用性以及如何实现工程与业务团队的协同所有权。
AI 锐评

Vybe的野心并非再造一个简单的无代码玩具,而是直击企业软件开发的深层矛盾:业务敏捷性与工程可控性之间的永恒张力。它提出的“共享所有权”模型是核心价值主张——让工程团队掌控数据、安全、集成等底层基石,同时允许业务团队通过自然语言快速构建和迭代应用界面与逻辑。这试图在“业务自建导致的混乱”与“工程主导带来的瓶颈”之间开辟第三条道路。

其真正的锋利之处在于对工程团队心理和现代开发流程的尊重。强调“真实代码”、“真实Git仓库”、“内置权限”,并非仅是功能列表,更是消除工程团队抵触情绪的关键设计。它本质上是一个受控的、面向生产的“沙盒”,将无代码的敏捷性锚定在工程认可的坚固基础设施之上。然而,其成功高度依赖于两个前提:一是自然语言到可靠应用的转换能力是否足够精准稳定,以真正减少而非增加工程团队的调试负担;二是其权限与数据访问控制模型是否经得起企业级复杂场景的考验。当前评论多来自早期支持者或合作伙伴,其能否在更广泛、更苛刻的企业环境中,让业务方“自由创造”而不引发数据或流程混乱,将是验证其模型成败的关键。它不是在取代工程师,而是在重新定义工程师与业务团队的协作边界。

查看原始信息
Vybe
Vybe turns natural language into secure, production-ready internal apps that connect to your real data. No long backlogs, no glue code, no fragile prototypes. Auth, roles and deployments are built in. Plug in Postgres, Salesforce, Jira and 3,000 integrations. Start from scratch or remix templates used by world-class operators and make them your own in seconds. Internal tools that actually ship.

👋 Hey PH! Today we’re launching Vybe to the world and announcing our $10M Seed round to make vibe-coding actually work inside companies.

We built Vybe because every fast-growing company ends up duct-taping operations together with rigid SaaS, spreadsheets, and manual hacks. Engineers are stretched thin, so internal tools never reach the top of the backlog, leaving teams blocked and processes fragile.

Meanwhile, vibe-coding has exploded in creativity… but it still falls short when you try to build *secure, data-connected, team-ready* internal apps. We built Vybe to change that -> Build secure, connected internal apps with natural language

How do you empower business teams to move fast without creating chaos, and without turning engineers into bottlenecks?

Every fast-growing company hits the same wall.
-> Marketing needs dashboards. Ops needs workflows. CS needs internal tools.
-> Engineering wants to help… but also needs to ship the actual product.

Historically, teams had two bad options:

1. Business builds their own tools
→ using spreadsheets, Coda, Notion, or lightweight AI builders.
Fast at first… until it becomes unmaintainable, impossible to debug, and impossible for engineering to support.

2. Engineering builds everything
→ professional, scalable, secure…
but slow, costly, and instantly becomes a backlog of “Can you change this button?” or “We need a new field for tomorrow’s launch.”

Both models fail

Our vision: A third model: shared ownership.

A world where:

1. Engineers own the foundation
- Secure data access
- Integrations
- SQL definitions / metrics alignment
- Permissions & access control
- Git, review, and oversight
- The initial scaffold of the app

Business teams own the surface area
- Workflow steps
- Buttons, fields, logic
- Iterating on what they need day-to-day
- Shipping changes without needing an engineer every time

Both groups operate in the same system:
- Real code under the hood
- Real GitHub repos
- Real access controls
- Real integrations

Vybe lets anyone inside a company describe what they want, and instantly generate real production-grade software!

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@qhoang09 I’ve worked for so many places that needed custom internal tools and we limped along with spreadsheets and sticky notes. Finding someone to build what we needed was nearly impossible. I wish we had the tools to build our own custom tools back then. It’s amazing to see it’s now possible! 🙌

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@qhoang09 Excited about natural language surfaces

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@qhoang09 This looks super useful for fast-changing teams. How easy is it to tweak workflows without engineering?

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Congratulations on your launch ✨

I've been using the tool for a while now, it's never been easier to deploy tools!

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@valentin_salmon thanks for the shoutout Valentin!

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I’m part of the Vybe team, and we’ve been heads-down building this for a while. Today’s launch is our chance to put it in real hands and learn fast. If you try it, tell us what feels smooth, what breaks, and what’s missing — the rough edges are where we grow the quickest.

Thanks for giving it a spin.

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Happy customers since day one! It has been a game changer for us

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@antoine_bouchardy happy to help Antoine!!

For those who are curious, this is a full CS / CRM platform we built with Probo: https://www.vybe.build/case-studies/probo

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At co2ai.com, we have built with Vybe a complete internal tool that replaces a big part of our CRM, analytics dashboards, Notion pages, calendar syncing systems, weekly reportings, task managements... Something absolutely incredible and just unthinkable 6 months ago!
The most exciting part is that the end users themselves can fix/improve the app when needed, which is a total new game.

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@florian_jourda1 Thanks Floriam, was a pleasure to work together with your CS team on this!!

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Looks great! Want to try it!

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@damien_henry1 Let me know if you need more free credit :) We have a generous free plan though!

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Wow looks solid. Upvoted Do you have some templates? For instance if someone built a CRM can I use their CRM as a template?
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@svyat_dvoretski We do!

even better, they come from the best Operators , like Lenny Rachitsky, CTO 23andMe, VP Engineering Pagerduty etc.!

https://www.vybe.build/templates

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@qhoang09 wow sounds great! I will try it 🔥
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Huge launch congrats team!!
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@benln Thanks a lot!
Big week indeed: GA Launch, fundraising announcement and rebranding... pfiou!

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I’ve been prototyping with Vybe since a few weeks and I must say that the off the shelves integrations are a game changer to build internal apps. Need to prototype more with it!

Great job team!

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@mickatouillaud Thanks @mickatouillaud for the kind words.
Indeed, no internal application lives in its silo. Whether it's pulling data, updating records or simply notifying, it's hard to think of a *good* internal app that is not connected to the rest of the organization tool stack in some way.
We hope we can make that smoother!

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the whole experience gives real operator energy. Build, tweak, deploy… all in one smooth flow

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@jeremy_ellis1 JB here, from the Vybe team!
"Operator energy" love it. But yeah, Vybe is built for operators who deeply care about building the best tools for their teams.

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no prototype vibes at all. Everything feels stable, clean, and ready to use across the team.

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@saturnina_brigante Thanks a lot @saturnina_brigante for the good vibes (pun intended). It's been a focus for us to build such experience for users.
We've also focused a lot on building a great experience setting up integrations, connecting database, setting up roles etc...

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Looks solid! But what makes it better than using Lovable to build my tools?

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Hi @louislecat,
Fabio here from the engineering team at @Vybe , thanks for checking us out!

Great question. The biggest difference is our focus on security and access control. With Vybe, those parts are built-in, robust, and secure by default.

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bim! congrats on the launch 🔥

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Hi @enzo_avigo, I am part of the engineering team at Vybe and we really appreciate your support!

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Boom! Congrats on the launch Vybe team!! I've built a few investor tools and been loving the product experience!!

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@taro_f Thanks a Taro!
and yes, so many great usecases for investors with Vybe such as:
- deal management
- LP management
- data gathering and transformation
- outreach
- meeting management
...

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Finally a no-code builder that acknowledges 'real code' exists under the hood. The fact that it syncs to a real Git repo makes this actually viable for engineering teams. Congrats on the launch!

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@govindsajit Great minds think alike @govindsajit :)
I could not have said it better.

One big learning over the past few months is that engineering, despite not wanting to own those internal products, wants to stay in the loop at all phases: setup (privacy, data connections...), building (setting up foundations, checking the work...), iterations (debugging, data model updates...)
Instead of fighting this, we want to enable those teams to work together on 1 unified platform.

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Nice execution. No-code is finally becoming legit for internal tools. The 3000+ integrations + built-in auth/roles is the right call.

Q: How does performance scale with data volume? Like for ops teams with millions of records? Also curious - can you deploy to private infrastructure?

Looking great! 🚀

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@imraju Thanks for the shout!

Some thoughts on your question about performance scale.
1 - we have been working with customers with such volume for dashboard usecases and it has worked well so far... for their usecases. Which makes me confident that we can handle huge volumes of data today already
2 - also, one big realization over the past few months working with our customer base is that for many internal applications, you only need a subset of data to work with - ex: if you create processes around salesforce or Jira, you generally only need let's say "records created in the last 3 months" as working data.
Our integrations infrastructure and specifically our "Data Queries" feature allows you to define such dataset to avoid bloating all apps with millions of unnecessary rows
3 - Also let's face it, we have not yet stress tested our system to humongous volumes but it is definitely a priority of ours to enable those customers over time.

And about the private infrastructure:
Not available today but it does come up on all our enterprise conversations so definitely on the roadmap!

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I'm really thrilled to play a (very small) part in this. Supporter since Day 1! Vybe is a game changer for us at Superdocu.

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@marwannas  Thanks! A great milestone today and so much more ahead of us!

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Wow

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Congratulations on the launch! This could solve so many internal chaos problems.

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@abod_rehman Quite convinced it will! (or at least, that's what we are working towards :) )
Any particular chaos we could help you have in mind right now? ;)

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Congrats on launch. The “shared ownership” model is compelling. How do you guard against business-side edits breaking data/permissions? Do engineers set schema/role guardrails and require Git approvals on changes to limit blast radius?

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@llm_driven If you remove permissions and your Vybe app doesn't have access anymore, it won't work and that's by design. We have some monitoring in place and we plan to add more to detect when this happens.
Engineers can define queries to be used to build apps and they also get git access to make changes or review code.

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Wow, Vybe looks amazing! The natural language to internal app generation is mind-blowing. How does the role-based access control handle complex hierarchical org structures? Super curious!

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Amazing product to let everyone build internal tools.

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Congrats for the launch!

The Truth SQL feature seems awesome, do you have more examples to share?

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@skelz0r  Thanks @skelz0r
Yeah definitely - this feature allows IT and Eng team to set up query "definitions".
A common one is "MAUs" => you could vibe code that and ask the AI to figure out the query yourself but most companies, as they grow to a certain size have very particular definitions of "Active".
With our feature, we would allow a data engineer to input the MAU sql query into Vybe once and for all and call it "Monthly Active Users".
Then when a PM wants to build app let's say, they can simply refer to this query using "@Monthly Active Users" (with auto complete) and be sure to have reliable data.
And if the definition changes, just update the query definition!

Hope this helps @skelz0r

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#6
Yolk
From call analysis to roleplay coaching, automated by AI.
190
一句话介绍:Yolk是一款AI销售教练平台,通过自动分析真实销售通话、识别技能缺口并生成个性化AI角色扮演练习,解决了销售团队通话数据利用率低、新手上手慢、经理辅导难以规模化等核心痛点。
Sales SaaS Artificial Intelligence
AI销售教练 通话分析 技能评估 个性化角色扮演 销售培训 绩效洞察 对话式AI 企业SaaS 销售赋能 自动化辅导
用户评论摘要:用户普遍认可产品方向,认为其代表了销售培训的未来。主要问题集中在:集成能力(是否支持Google Drive等来源)、目标客户(明确为中大型SaaS和金融企业)、AI角色扮演的适应性与真实性、多语言支持、定价细节。创始人积极回复,展现了产品路线图。
AI 锐评

Yolk切入了一个经典的“数据坟墓”困境:企业坐拥海量销售通话数据,却因分析成本过高而无法转化为有效洞察。其宣称的价值链条“分析-诊断-训练”逻辑清晰,但真正的考验在于AI的“深度”而非“功能列表”。

首先,其核心壁垒在于对话评估模型的精准度。将BANT、MEDDPICC等销售方法论拆解为数千个参数进行评估,方向正确,但销售是高度情境化的人类互动,AI能否准确识别“软技能”短板(如语气、信心)仍是问号,这也是用户评论中的核心关切。

其次,AI角色扮演的“人性化”是产品成败的关键。市面上多数对话机器人易于“被游戏规则破解”。Yolk创始人以“挑战它,赢了免费用”的自信回应,暗示其在对话连贯性、意外应对上可能有所突破。但这需要极高的上下文理解与生成能力,若仅基于有限通话记录进行模式匹配,其练习场景的多样性和挑战性将受限。

最后,其商业模式(低至45美元/席)瞄准了预算有限的中型团队,意图明显。然而,销售培训效果难以量化,客户需要看到的不是仪表盘上的分数,而是切实提升的成交率。Yolk能否将“AI训练”与“业绩提升”之间的因果链条证明给客户,将是其从“有趣工具”升级为“必备系统”的生死线。它不是在替代人类教练,而是在试图将顶级教练的洞察力产品化、规模化,这个愿景宏大,但每一步都需扎实的数据验证。

查看原始信息
Yolk
Sales leaders lose hours manually reviewing transcripts and guessing where reps need help. Yolk fixes that. It analyzes real calls, pinpoints gaps, and builds tailored AI roleplays that feel like real buyers. Reps practice in realistic scenarios with instant feedback, while managers get clear insights without reading transcripts. Faster ramp, higher win rates, and coaching that scales effortlessly.
Hey Product Hunt 👋 Your sales team records thousands of calls, but you get almost zero actionable insight from them. That’s why we built Yolk, your AI sales coaching platform. 1️⃣ Analyze calls automatically. Yolk connects to your recording platform, evaluates conversations, and scores reps on skills like discovery, objections, rapport, and more. 2️⃣ Instant visibility for managers. Clear dashboards show exactly where each rep needs improvement. No more manual transcript reviews. 3️⃣ Personalized AI roleplays. Yolk creates lifelike practice scenarios tailored to each rep’s gaps. They talk to human-like AI buyers that react and challenge them. 4️⃣ Actionable feedback every time. Each roleplay ends with clear guidance so reps know exactly how to improve before their next real call. No wasted data. No guesswork. Just sharper reps, shorter ramps, stronger deals. Try now at yolk.coach for free and let us know what you think!
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@ekulianova Congrats! Curious how Yolk handles softer skills like tone or confidence during roleplays.

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Hi everyone, Sergei here founder of Yolk 👋

We started Yolk because I know the pain of sales. I know the burnout, the churn, and the anxiety of those early prospect meetings. We wanted to build something that doesn't just help enterprises hit revenue targets, but helps real people feel confident and "anxiety-free" in their jobs. We wanted to create something that helps you achieve your maximum potential

We wanted to build a confidence engine.

We are launching today after a year of intense work, revisions, and sticking to a vision even when things got chaotic.

Yolk is your secret weapon to eliminate knowledge gaps and make you feel like a ninja in every sales interaction.

This was a labor of love (and a lot of grunt work). We are incredibly excited to share it with you.

Let me know what you think!

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@sergei2020 Love the personal story behind this

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Congratulation This feels like the future of sales coaching-real conversations, real practice, zero guesswork.

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Hi everyone, Sergei here founder of Yolk 👋

We started Yolk because I know the pain of sales. I know the burnout, the churn, and the anxiety of those early prospect meetings.

We wanted to build something that doesn't just help enterprises hit revenue targets, but helps real people feel confident and "anxiety-free" in their jobs. We wanted to create something that helps you achieve your maximum potential

We wanted to build a confidence engine.

We are launching today after a year of intense work, revisions, and sticking to a vision even when things got chaotic.

Yolk is your secret weapon to eliminate knowledge gaps and make you feel like a ninja in every sales interaction.

This was a labor of love (and a lot of grunt work). We are incredibly excited to share it with you.

Let me know what you think!

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YES! I review calls with my sales team for insights all the time. Interested to try the product. How can I connect my recordings to this? I've them stored on Google Drive, or notetakers like Fireflies.

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@pasha_tseluyko We have integration with Fireflies and Gong. If you use Fireflies, just go on our website yolk.coach, log in and the first thing to do will be to connect your fireflies API. If you are not using Fireflies or Gong, unfortunately, currently we don't support other methods to sync your calls. However, we are working on a feature to easier sync the transcripts so it doesn't depend on the transcriber the client uses.

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Congrats !

The energy in the video and the landing page design are amazing.

What kind of companies are you targeting? Do you have a video demo of an actual call?

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@bengeekly thank you very much! We are mostly targeting mid-market SaaS companies (10+ sales reps) and enterprise financial institutions.
We don't have a video demo of an actual call that we can share but thank you for this idea. We should certainly add one to our marketing materials.

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@bengeekly Glad you like our visual approach!

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I really like solutions that capture human behaviour and psychology. Do you have any significant companies on board using this? :)

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@busmark_w_nika Thank you very much for your comment. Our current clients are B2B SaaS companies:)

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Wow... looks great. Is the training currently only available in English?

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@indiemiguel Thanks Michael! We are sure in the quality of roleplays in English, but support for additional languages isn’t at the same level yet, as we haven’t focused on them. However, improving multilingual roleplays is definitely on our roadmap!

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Wow, Yolk looks amazing! The AI roleplay coaching is genius. How finely can you tune the buyer personas to mirror specific customer industries?

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Great stuff!

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looks great! How do you build context for AI roleplays? Does it learn from existing calls or the team internally has to give context/questions?

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@krishna_gupta51 thanks! The AI roleplays are built based on REAL call recordings.

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Congrats! Especially in sales, practice makes perfect. I love the idea that sales reps can have personalized AI roleplays. This might be very useful for job interview prep. Are you thinking about having that on the platform, too?

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@nisa_meraythat’s powerful. You see the bigger picture! The core tech, replicating high-pressure human interaction based on real-world dat is absolutely transferable. While our immediate focus is helping sales teams crush their quotas, the idea of an 'Interview Prep' module is a no-brainer!

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Roleplay bots are usually super robotic and easy to game once you figure out the prompt. How adaptive is the AI here? If I go off-script or throw a weird objection, does it actually pivot or just hallucinate?

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@govindsajit Govind, I built Yolk because I was sick of the robotic bots that are easier to game than a slot machine. You’re asking the right question. Our AI does not hallucinate; it pivots and escalates. It will challenge your rep's tone, their energy, and their ability to stay on message. I challenge you: Try to break it. If you succeed, DM me and you get 3 months for free!:)

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Sales teams sitting on call data goldmines but getting no insights is such a gap. Yolk looks like it's solving that.

Q: How does the AI handle different sales methodologies or call types? Also, what's your pricing - per rep or per call volume?

Excited about this direction! 🚀

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@imraju We have calibrated all different sales methodologies from more traiditonal like to BANT to more advanced like MEDDPICC, and broke each into thousands of parameters in the call evalations. But we can ingest any sales meth based on the call tryp

On pricing: We built this for the underdogs. We have a free tier for for small startupswith $0 budget. Pricing is set as low as 45$ per seat with unlimited coaching included, with 7 days trial

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Congrats on launching Yolk! Love the approach of creating roleplays based on the actual calls and identified gaps.

What’s the next big feature you’re planning to add?

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Alexander, thanks for the belief! 🙏 You’ve been with us on this journey. The next big unlocks are more Hyper-Personalization and deeper mobile integration. I need you to test this version and tell me what’s missing! 👊

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Congrats on the launch! The AI roleplay coaching approach is smart.

How do you handle the "feedback loop" problem? When a rep practices

with AI roleplays, do you track which scenarios actually improve their real

call performance, or is it more about practice volume?

Also curious about the evaluation metrics, are you using sentiment analysis,

conversation structure, or something more domain-specific for scoring discovery

and objections?

Upvoted

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#7
Devstral 2
SOTA open-source agentic coding models and CLI agent
167
一句话介绍:Devstral 2是一款顶尖开源编码模型,配合Mistral Vibe CLI代理,在终端内实现端到端代码自动化,为开发者提供了高效、低成本且自主可控的AI编程解决方案。
Open Source Artificial Intelligence Development
开源AI编码模型 代码自动化 CLI工具 大语言模型 开发者工具 本地部署 SOTA性能 软件工程基准 终端代理 免费API
用户评论摘要:用户普遍惊叹其SOTA性能与开源属性,认为其对开发者自主性意义重大。主要问题集中在:Mistral Vibe与CI/CD的集成、本地部署的硬件要求与延迟、安全防护机制、与Claude等闭源产品的实际对比,以及寻求更成熟的本地IDE集成方案。
AI 锐评

Devstral 2的发布,与其说是一次简单的模型迭代,不如说是Mistral AI在“开源代理人战争”中投下的一颗战略棋子。其核心价值并非仅仅在于SWE-bench上72.2%的漂亮数字——这个数字本身就在快速贬值的竞赛中——而在于它试图用“开源权重+免费API+原生CLI代理”的组合拳,重新定义AI编程工具的竞争维度。

它精准地刺中了当前市场的两大痛点:一是开发者对闭源模型(如Claude Code)在成本、数据隐私和供应商锁定上的深层焦虑;二是现有AI编码助手(如Cursor)在深度工作流集成与本地控制力上的不足。Mistral Vibe作为原生CLI代理,将AI能力直接注入开发者的核心战场——终端,这步棋颇具野心,旨在绕过IDE插件的“应用层”,直接掌控“管道层”,为更深度的自动化铺路。

然而,光环之下,隐忧浮现。评论中关于安全护栏、集成成熟度与真实世界延迟的质疑,恰恰暴露了从“基准测试冠军”到“可靠生产级工具”之间的巨大鸿沟。开源模型在复杂、多步的代理任务中的推理稳定性,以及CLI工具在破坏性操作中的风险控制,都是尚未经过严酷考验的未知数。Mistral的策略很清晰:用顶级的开源模型建立技术信誉和社区号召力,再用Vibe这样的工具尝试构建新的生态入口。但其成功与否,不取决于峰值性能,而取决于工程化细节、生态构建能力,以及能否在“免费”之后,找到一个可持续的商业模式。这场竞赛,才刚刚进入下半场。

查看原始信息
Devstral 2
Devstral 2 is the new SOTA open-weight coding family, achieving 72.2% on SWE-bench Verified. It ships with Mistral Vibe, an open-source CLI agent for end-to-end code automation. Currently free via API.

Hi everyone!

Mistral just raised the bar for open-weight coding models. Devstral 2 (123B) hits 72.2% on SWE-bench Verified, effectively making it the new SOTA in the open-source space.

It rivals larger open models like DeepSeek V3.2 and gets surprisingly close to closed models like Claude Sonnet 4.5, but at a fraction of the inference cost. The smaller 24B version runs locally on consumer hardware but still punches above its weight.

They also released Mistral Vibe, a native CLI agent that handles end-to-end code automation right in your terminal.

The API is currently free to use!

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Wow, Mistral AI looks amazing! The Devstral 2 SWE-bench score is incredible. How easily does Mistral Vibe integrate with existing CI/CD pipelines for automated testing?

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It’s wild that a 7B model is beating Llama 13B on reasoning benchmarks. The sliding window attention seems to be doing a lot of heavy lifting here. Curious if anyone has tried fine-tuning this for specific RAG tasks yet? I am wondering how fragile the reasoning gets once you saturate the context window

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Would anyone know about a cursor like alternative that could use such models running locally ? I know about Cursor + running model locally and using nGrok but I am looking for something a bit more solid here.

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72.2% on SWE-bench is legit. Open-weight coding models being competitive with closed ones is huge for dev autonomy.

Q: How does the latency compare for real-time IDE integration? Also, is the VIbe CLI available now or just the model weights?

Shipping this matters! 🚀

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Congratulations... finally something from Europe. I currently use Claude Code. How does it fare in terms of data protection (model training)? Now it just needs to work as well as Claude Code.

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Upvoted. Impressive SWE-bench score. Quick question: how does Vibe handle safety/guardrails for write operations in real repos (e.g., limiting blast radius, requiring approvals), and do you publish latency/cost benchmarks for the 24B running on consumer hardware (RAM/VRAM footprint, tokens/sec)?

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Yeah what should I say. It's another Mistral release within 1 week and I've tested it yesterday. Must admit that it's really good and the Devstrall Small is punching above it's weight. Works smooth on my M4 chip and can't complain yet 👌🏻

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#8
Rep by Clarify
A personal sales agent that helps you close more deals
163
一句话介绍:Rep是一款内置于Clorify的AI销售助手,通过自动处理会议简报、撰写跟进邮件、清理销售管道等繁琐工作,在销售人员的日常工作中解决其时间被行政性事务占据、无法专注于核心销售活动的痛点。
Sales Artificial Intelligence CRM
AI销售助手 智能CRM 销售自动化 工作流优化 会议摘要 智能跟进 销售协同 生产力工具 B2B SaaS AI原生应用
用户评论摘要:用户反馈积极,认为Rep精准抓住了销售“需要知道下一步该做什么”而非仅看数据的核心痛点。有效评论高度评价其能主动建议行动、提供即时上下文查询、生成高质量跟进内容,大幅提升效率。有用户询问其推荐个性化程度,关注其学习能力。
AI 锐评

Rep by Clarify的发布,表面上是一款集成于现有平台的AI销售助手,其深层价值在于对传统CRM理念的一次“叛离”。传统CRM本质是数据仓库与管理工具,核心价值指向管理者而非一线销售。Rep则试图将AI定位为销售个体的“副驾驶”,其真正颠覆性在于将工作流从“记录-汇报”转变为“感知-建议-执行”。

产品介绍中“CRM告诉我发生了什么,而我需要知道下一步该做什么”的洞察,直指行业积弊。从评论看,其价值已得到早期用户验证:不仅自动化了简报、跟进等行政负担,更关键的是扮演了“随需随到的上下文引擎”。这解决了销售工作中最耗时的隐形成本——信息检索与拼接,让销售能持续处于“情境在线”状态。

然而,其挑战与潜力同样明显。首先,其价值深度绑定于Clarify平台的数据生态(会议转录、邮件、CRM记录),这既是护城河,也限制了其作为独立产品的市场广度。其次,评论中关于“个性化学习”的疑问点出了关键:AI建议的精准度与深度,取决于对单个销售策略与沟通风格的理解,这需要更复杂的模型训练与数据沉淀,也是其能否从“有用工具”进化为“不可或缺伙伴”的核心。最后,它必须谨慎处理自动化与人性化销售的边界,过度自动化可能损害销售关系中至关重要的个人触感。

总体而言,Rep代表了一个明确的趋势:AI正从数据分析后台走向工作流前台,从提供洞察转向直接驱动行动。它不再是一个需要被主动查询的“系统”,而是一个持续观察、默默介入的“智能体”。如果其学习与个性化能力能持续深化,它有望重新定义销售工具的价值链,将销售人员的核心能力从“信息管理与跟进”彻底解放至“策略判断与关系构建”。

查看原始信息
Rep by Clarify
We built Rep to make sellers' days easier. It does the work you’d do if you had the time: meetings briefed, follow-ups written, pipeline cleaned. It follows every deal—reading meeting transcripts and emails that matter, so when you need context, you can just ask Rep.
Hey Product Hunt! 👋 Matt from Clarify here. If you’ve ever sold before, you’ve likely spent your morning prepping for meetings, afternoon digging through notes, and evening catching up on follow-ups. But let’s face it, you rarely have enough time to do it well. That’s exactly why we built Rep. It’s your personal sales agent inside Clarify — one that ensures you’re prepared, on track, and focused on selling instead of juggling busywork. The insight came from talking to founders and early sellers who all said the same thing: “My CRM tells me what happened. I need something that tells me what to do next.” Rep does that. It supports you all day, writing your follow-ups and surfacing the deals that matter now, so nothing slips through the cracks. Whenever you need context on a lead or a deal, you can always count on Rep. Just ask. Here’s a quick summary of what Rep can do for you: 🗓️ Briefs you ahead of every meeting 💰 Surfaces your priority deals and tasks ✍️ Writes follow-ups and suggests field updates 💬 Answer questions about deals, meetings, and leads Every closer needs a right-hand. For sellers, that’s Rep. We’ve been training Rep for months with early access teams, and today, we’re excited to put Rep to work for anyone. 👉 Try Rep, it's free: clarify.ai/rep
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@mattnhodges Love the focus on real human pain points instead of just dashboards and stats

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@mattnhodges  Love this direction, so many sales tools obsess over logging activity, but almost none help sellers actually move deals forward. Rep feels like the missing layer between a CRM and a real sales workflow.

The “tell me what to do next” insight is spot on. Most reps don’t need another dashboard, they need something that quietly watches everything happening and surfaces the high-leverage actions at the right moment. Briefs before the call, nudges during the day, and clean follow-ups after… that’s the stuff that actually increases close rates.

Also love that it doubles as an on-demand context engine. Being able to just ask about a deal or a meeting and get the full picture instantly is such a killer productivity unlock.

Super sharp execution, excited to see where you take Rep next!

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@mattnhodges Congrats! Curious how personalized Rep’s recommendations get over time — does it learn each seller’s workflow?

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Rep is my new work best friend. I've been using it to: (1) compile weekly product feedback from all of my calls so that I have something accurate and polished to float up to my director; (2) ask minutia about my prospects, like "what did I tell them about xyz feature;" and (3) give me sales coaching on a macro level across all of my deals, "what did I do well this week, and where can I do better?"

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Congrats on the launch!!
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@andydy25 thanks, Andy!

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I'm a daily user of Clarify and really excited for this - looks great.

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@shawnmk we love to hear it, Shawn!

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So stoked to finally have this out in the world! A massive amount of value in having an assistant that actually helps you close deals!

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Huge day for us. I loved building the new Rep experience, and I’m excited to see sellers finally get an AI assistant that actually helps. 💪

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Congrats to your launch, looking forward to test it!

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@marvin_maendle thanks! Let us know how you get along with Rep 😉

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Looks awesome. 🤩
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Wow, Clarify looks amazing! That meeting transcript analysis feature is a game changer. How does it handle multi-party conversations to accurately attribute actions? Super curious!

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This looks amazing!! Congrats on the launch team

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I have been an active user of Clarify over the past (totally loving it) and I have been using Rep for the past 2 days — it's made my life way easy. It proactively suggests actions, I don't have to copy paste stuff into chatgpt as it already had all the context and the response quality is amazing. Strongly recommend it to anyone thinking of an AI-native CRM.

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I'm not even in Sales, yet Rep is the most used feature in Clarify for me.

I no longer need to chase down our sales team for updates - "When did you last speak with this customer? What did you discuss? What's the next step?"

I used to spend time looking for call recordings, rewatching them at 1.7x speed, hunting for key nuggets or trying to piece together context. Rep shaves that down to minutes. It even gives me timestamps and citations.

This is how AI-native features should work - right in the context of where your work happens today 💪

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#9
Keevo AI
AI that discovers & updates your underperforming content
162
一句话介绍:Keevo AI是一款通过自动监测Google搜索流量下滑、并用AI重写品牌化更新内容来对抗“内容衰减”,从而在传统SEO和新兴AI搜索时代中保护并恢复网站排名的SaaS工具。
Marketing SEO SaaS
内容优化 SEO工具 AI写作 搜索引擎排名 内容保鲜 Google Search Console AI搜索优化 品牌语音 自动化工作流 网站流量恢复
用户评论摘要:用户普遍认可其解决“内容衰减”痛点的价值,尤其赞赏其对“AI引用新鲜度”的前瞻性关注。主要问题集中于:如何定义“过时”、如何控制AI幻觉、与WordPress等平台的集成计划,以及在数据稀缺的垂直领域如何运作。创始人回复详细,展现了产品路线图。
AI 锐评

Keevo AI的亮相,精准地刺中了内容营销者和SEO从业者在后谷歌算法时代与生成式AI搜索崛起夹缝中的新焦虑。它的真正价值不在于又一个“AI重写工具”的定位,而在于它敏锐地重构了问题:内容优化的目标已从单纯讨好谷歌排名算法,升级为同时成为LLM(大语言模型)可信赖的实时信源。这标志着SEO行业价值锚点的一次潜在迁移。

产品逻辑清晰:以Google Search Console的流量数据作为“早期预警系统”,将人力从繁琐的监控中解放,这是有效的自动化第一步。但其核心壁垒与风险均在于后续的“保鲜”环节。用AI更新数据与引用,并保持品牌语音,听起来美好,实则面临巨大挑战。尽管团队宣称有95%的事实准确率,但在复杂、专业或快速演变的领域,AI的“幻觉”与浅层信息抓取可能导致品牌权威性受损。其“审核模式”和差异对比功能是必要的安全阀,但也意味着最终未能完全脱离人工审核,所谓“分钟级恢复”的理想工作流在严肃场景下可能打折扣。

创始人提到的“AI就绪”概念颇具营销前瞻性,但产品目前披露的功能尚未展现出为LLM特别优化内容结构或语义深度的能力,更多仍是在传统内容新鲜度层面做功。它能否真正成为“AI引用的首选”,不仅取决于信息新旧,更取决于信息的深度、权威性与结构化程度,这可能是其下一步需要深化的方向。

总体而言,Keevo AI是一个在正确时机提出的、切入点犀利的解决方案。它成功地将一个被动、耗时的维护过程,包装成一个主动、前瞻性的防御与增长策略。然而,其长期成功不取决于自动化程度,而取决于在“AI重写”的精度、深度与安全性上能否建立起远超同类工具的可信度,从而让用户敢于将品牌声誉托付于其自动化流程。它开启了一场关于内容生命周期管理的新竞赛,但最艰难的考验刚刚开始。

查看原始信息
Keevo AI
Keevo stops content decay before it kills your search traffic. It tracks Google Search Console for early drops, rewrites decaying pages in your brand voice, and backs them up with sources - so rankings recover before they slip.

Hey everyone 👋

I’m Andrew Charlton, Founder of Keevo. I’ve been in the SEO industry for over 10 years and currently run an SEO consultancy.

We’ve all seen the recent volatility in Google’s algorithm. But while managing clients, I noticed a newer, quieter problem. It’s not just that stale content drops in Google rankings; it’s that outdated content wipes out your chances of being cited by AI.

Platforms like ChatGPT, Perplexity, and Gemini crave freshness. If your articles cite statistics from 2021, these models often ignore you in favour of a source with the most recent data.

We couldn't manually audit and refresh thousands of pages across all our client sites to keep them fresh and "AI-ready," so I built Keevo to automate the detective work. The goal is simple: Let your GSC data tell you what to fix, then let AI help you fix it.

Here is what we’ve improved on the standard SEO workflow:

  • One-click GSC Integration: No complex setup. Connect your Google Search Console properties and see your top decaying pages instantly.

  • The "Freshness" Engine: We don't just spot traffic drops; our AI updates your content with fresh stats and citations - in your brand voice. This recovers Google rankings and increases your chances of being cited by LLMs.

  • Deep Mode: Need more control? Provide Keevo with custom instructions to steer the research and content writing exactly how you want it.

  • Safe for teams: Use our 'Review' view to see edits and vet changes before you push them live.

And yes, for solo founders and testers, we have a Free Plan. It includes 1 GSC project to see your decaying pages and 1 free AI content update to try the magic yourself. We want this to be accessible for anyone trying to protect their organic traffic.

We want this to be accessible for anyone trying to protect their organic traffic.

We know what it feels like to watch a top-performing article slowly fade into obscurity. Our goal is to help you recover those rankings, and secure your spot in the new AI search landscape, in minutes, not hours.

If you have questions about how Keevo works, just ask.

Thanks for your support ❤️

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@andrewacharlton Really interesting angle, most SEO tools focus on rankings, not AI citation freshness. How does Keevo decide what actually counts as ‘stale’ content: traffic decay, time since last update, outdated stats, or all of the above?

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Upvoted

interesting take on freshness. Quick question: how do you control for hallucinations when “freshening” stats/citations, and does the review view surface source diffs so teams can approve quickly?

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@llm_driven The review view surfaces diffs so you can easily track changes, including a split view for side-by-side comparison of the original and updated articles.

Regarding hallucinations, we utilise a multi-step mitigation process. First, an agent identifies potentially outdated content; then, secondary agents query external resources to source current information. While no AI is immune to hallucinations, our internal testing (over 100 runs) demonstrates a 95% factual accuracy rate.

We are also soon launching a front-end fact-checking tool soon to provide an additional layer of verification.

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Integrates with WordPress for rewriting / publishing?

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@nuseir_yassin1 It doesn't just yet, but we are planning on creating a Wordpress plugin!

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@nuseir_yassin1 my exact thought. @andrewacharlton , i know a few people who could really benefit from a wordpress plugin!

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Tried similar tols before but none picked up decay this early. This part genuinely fixes a long-time SEO headache.

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Watching it monitor pages automatically frees up so much time. No more checking GSC ten times a day 😅

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@safi_alam 100% - that's the aim!

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Wow, Keevo AI sounds incredible! Love that it proactively rewrites decaying content. How does it handle niche industries with very limited publicly available data for sourcing? Really cool idea!

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@jaydev13 It'll be a challenge without publicly available data. That said, I think we'll soon allow you to upload your own data or connect with Google Drive.

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Sounds really cool, would love to try.

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@marianna_modenova Awesome, that's great!

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@marianna_modenova i try and it s cool

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The focus on 'AI readiness' rather than just traditional SEO is spot on. We are seeing the same shift at SquarePact, it’s not just about ranking on Google anymore, it’s about being the source that ChatGPT/Perplexity cites. A quick question, does the rewrite engine just update stats/dates, or does it actually restructure the schema to make it more machine-readable for these LLMs ?

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@govindsajit if the article requires a restructure, it'll restructure it. It's not only to update facts / figures (which it does very at) but also to optimise the article to rank in search engines and be cited in AI platforms.

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Really, really cool idea!

Is a log/ past copy kept of the original source? Readers might want to compare the new to the old.

Given this a definite upvote! All the best bro!

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@chris1zz Yeah you can compare the diffs in change mode, and also compare the original vs updated article side-by-side.

We've also got a really nice editor you can use to make changes, and it'll save versions just like Google Docs

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#10
Scouts by Yutori
Agents that monitor the web for you.
151
一句话介绍:Scouts by Yutori 是一款通过部署24/7运行的AI智能体来持续监控网络信息(如新闻、价格、潜在客户等)的产品,在用户进行信息追踪、市场调研、商品比价等场景下,解决了手动刷新、多标签页管理混乱、信息过载的痛点,让用户能专注于更有意义的工作。
Productivity News Artificial Intelligence
AI智能体 网络监控 自动化 信息聚合 价格追踪 潜在客户挖掘 市场情报 个性化提醒 生产力工具 网页导航
用户评论摘要:用户普遍赞赏其节省时间、报告设计优秀、更新及时有效,尤其在公寓搜寻、潜在客户监控等场景表现良好。主要问题与建议集中在:希望控制提醒频率以避免通知过载;询问对JavaScript密集型网站的处理能力;以及有用户指出注册流程可优化(应先满足核心需求再收集信息)。
AI 锐评

Scouts by Yutori 所标榜的“AI智能体24/7监控网络”,其核心价值并非技术创新上的颠覆,而是对“信息差套利”这一古老需求的现代化、自动化封装。它本质上是将传统RSS、爬虫工具与Google Alerts的服务门槛降至极低,通过自然语言指令生成监控任务,试图成为普通用户的“私人情报官”。

产品真正的锋利之处,在于其精准切入了一个模糊地带:介于被动接收的聚合推送(如新闻APP)与需要主动编写脚本的专业爬虫之间。它服务的正是那群有强烈信息需求,但缺乏技术能力或时间精力的“中间用户”——创业者、研究者、狂热消费者。从评论中“公寓搜寻”、“潜在客户监控”等成功用例可见,其价值在信息更新慢、渠道分散、竞争激烈的领域被放大。

然而,其面临的挑战同样清晰。首先,技术层面,尽管团队自称拥有“最好的”网页导航智能体,但面对复杂JS渲染、反爬机制、以及需要登录交互的网站,其可靠性与深度仍存疑,这决定了其能力边界。其次,产品体验上,“通知过载”的担忧直指核心矛盾:智能体“越多越好”的监控能力与用户有限的注意力之间必然产生冲突。如何做到精准、适时、而非频繁打扰,是衡量其是否真正“智能”的关键。

长远看,Scouts的商业模式想象空间在于成为“自动化信息流”的管道。但其风险在于,功能容易被大平台集成(如搜索引擎或办公套件增强其提醒功能),或陷入与同类自动化工具(如Zapier生态中的专用工具)的混战。若不能快速建立基于垂直场景(如招聘、电商选品)的深度工作流壁垒,或培养出足够黏性的用户习惯,它可能只是一个在AI热潮下、解决了“痒点”而非“痛点”的精致工具。它的未来,取决于能否从“监控已知”进化到“发现未知”,为用户提供真正意料之外的关键信息。

查看原始信息
Scouts by Yutori
Ask Scouts to track anything on the web -- news, price drops, reservations, leads, customer sentiment -- to spin up a team of agents that autonomously navigate the web and are running 24x7, in the background, proactively notifying you of relevant updates. So you aren't getting buried in tabs and have the mental space to focus on what's most meaningful to you.

Yutori is great! Love the content and presentation of the daily scout reports. Saves me so much time — and provides updates I actually look forward to.

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@chrismessina What part of the scout reports saves you the most time?
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Hey all, @abhshkdz here from Yutori! 👋

Earlier this year, when we built Scouts, it was born out of a simple observation that many background (or even foreground!) tasks in our lives have a recurring flavor — e.g. apartment hunting, tracking product restocks / deals or discovering hard-to-find products, early stages of travel planning, staying on top of niche news / research / podcasts, discovering local events, finding dinner tables, etc.

It's been gratifying to see all the love and feedback from our closed beta users who've helped shape the product over the last few months.

Today, I'm super excited to share that Scouts is generally available to everyone!

With just a simple query, Scouts lets you deploy a team of AI agents to monitor anything for you. Running 24x7 in the background on the web. So you have the mental space to focus on what's most meaningful to you.

Scouts have access to a host of APIs and can even navigate websites in their own browser environments to proactively bring you relevant information.

This is what the future of interacting with the web looks like. Where you’re not sitting there manually browsing and refreshing, buried in tabs, ads, noise, distractions, context switches. Think Google Alerts on steroids.

👉 As a special thanks to the Product Hunt community, you'll get one month free after your free trial if you use the code PHSCOUT-E15 during checkout. Sign up on yutori.com! 👈

We're all super excited to hear what you think! Please do reply here and let us know.

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@abhshkdz Congrats! How much control do users have over alert frequency? Curious about avoiding notification overload.

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@abhshkdz @deviparikh any plans to host remote mcps? so other services can integrate with your offering?

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Set up a lead-monitor and it flowed perfectly. Everything updated without me sitting there watching.

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Nice, very glad to hear!

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Love the style/design, it's actually something I was looking for. Trying it out as I'm typing this. 🚀

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Awesome, let us know how it goes!

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Yutori is great, it has been very helpful when searching for apartments in San Francisco as soon as they get listed. The product is very convenient, providing updates directly in my email inbox.

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@kfallah that's awesome!

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Wow, Scouts by Yutori looks amazing! The 24/7 autonomous agent idea is brilliant. Im curious, how well does it handle sites with heavy JavaScript rendering?

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You might enjoy reading this: https://yutori.com/blog/the-bitter-lesson-for-web-agents We discuss many of the challenges around funky javascript rendering :)

And to answer your question, we've trained our own web navigation agent; it's not perfect, but it is the best out there. More here: https://yutori.com/blog/introducing-navigator.

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Big fan of Yutori! Have been using the product to track all types of things over the past handful of months, and I always look forward to my updates (plus learning something new almost every time)

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Your thing needs to stop asking me what it doesn't need to give satisfaction.

Satisfy fast, ask my name later.

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I see where you’re coming from. But the Scout needs to know where to contact you once it has an update to report on the subject you’re tracking :)

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#11
Basedash Autopilot
AI agent that acts like a superhuman PM
143
一句话介绍:一款能像超人产品经理一样,主动分析多源数据、发现隐藏关联并提供可执行建议的AI智能体,为团队解决了在数据海洋中被动、低效分析,难以抓住核心增长问题的痛点。
Artificial Intelligence Data & Analytics Data
AI智能体 自动化数据分析 产品增长 商业智能 主动洞察 数据驱动决策 效率工具 SaaS 产品管理
用户评论摘要:用户普遍认可其从“被动看板”到“主动洞察”的范式转变价值,内部10倍激活率提升案例增强了说服力。主要反馈集中在:期待与工作流(如Webhook)深度集成以实现自动修复;询问其基于洞察设计实验的能力;以及对其处理多源矛盾数据逻辑的关注。
AI 锐评

Basedash Autopilot 所标榜的“超人PM”形象,其真正的颠覆性不在于“分析”,而在于“定义问题”。传统BI工具乃至多数AI分析产品,本质是更高效的“应答机”,其天花板受限于使用者提问的智慧。Autopilot 试图跃过这一层,宣称要“告诉你应该问什么问题”,这直指了数据驱动文化中最隐秘的断层:团队并非缺乏数据,而是缺乏在数据噪音中识别关键信号的时间与灵感。

从评论中“淹没在看板中”、“没有时间每周挖掘”等共鸣可以看出,其核心价值是“注意力经济”。它将团队从持续、广泛的监控义务中解放出来,通过算法进行优先级裁决,每日推送“最重要的一个洞察”。这种强制的信息减负和聚焦,对于资源紧张的中小团队而言,可能比发现一个复杂关联更具实操意义。其内部提升10倍激活率的案例,正是这种“关键一击”价值的体现。

然而,其“犀利”之处也可能成为其“瓶颈”。将分析决策权让渡给一个黑箱AI agent,意味着团队必须完全信任其判断逻辑与优先级排序。评论中关于矛盾数据处理、以及能否建议A/B测试的疑问,正反映了用户对AI“决策依据”透明度的本能担忧。当前阶段,它更像一个不知疲倦、灵感乍现的初级产品分析师,其“建议”仍需经验丰富的PM进行二次研判与权衡。

真正的挑战在于下一步:若仅停留在“信息推送”,它终究是一个高级警报器。只有当其洞察能与下游执行工具(如Linear, Slack, 营销平台)无缝衔接,形成“洞察-决策-执行”的闭环,才能从“顾问”进化为“执行副手”。届时,它才可能真正重新定义产品团队的工作流,而不只是优化其中一个环节。目前来看,其愿景宏大,但落地价值仍集中在“智能预警与聚焦”层面,是数据驱动团队一款颇具前景的“效率杠杆”,而非替代大脑的“自动驾驶”。

查看原始信息
Basedash Autopilot
Autopilot is an AI agent that acts like a superhuman PM. It digs through all your connected data sources, finds correlations you’d never think to check, and sends you the most important insight (plus what to do about it) on whatever schedule you choose.
Hey everyone, Max here from Basedash. Today we’re launching Autopilot: a feature that’s been secretly driving our own growth for the past few months. Autopilot is an AI agent that acts like a *superhuman PM*. It digs through all your connected data sources, finds correlations you’d never think to check, and sends you the most important insight (plus what to do about it) on whatever schedule you choose. This is the same agent we’ve been using internally to guide our roadmap. It has surfaced insights no human analyst would have looked for. And implementing those suggestions actually helped us 10x our activation rate. It runs 24/7, proactively scanning everything: product usage, funnels, retention, revenue, onboarding, PRs, you name it. Instead of building dashboards or sifting through metrics, you just give Autopilot light guidance, set the schedule, and let it work. We wake up every morning to a Slack message telling us what matters… and what to fix next. Teams are already using Autopilot for weekly company reports, social performance analysis, onboarding optimization, KPI monitoring, and even scanning signups for notable leads. Traditionally, Business Intelligence has been about answering your questions. Our vision for Basedash is analytics that tells you what questions you should be asking in the first place. Excited for you to try it! We’re giving the Product Hunt community an extra week on their trial if you sign up this week.
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@maxmusing Could it also suggest experiments or A/B tests based on the insights it finds?

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@maxmusing  This is such a smart evolution of analytics. Most teams drown in dashboards, everyone says they want “data-driven decisions,” but no one actually has time to dig through funnels, retention, or PR activity every week. Autopilot flipping that model so insights come to you instead of you hunting for them feels like the future of BI.

The fact that you’ve been dogfooding this internally and it directly boosted activation 10x says a lot. Most AI “insight” tools just summarize dashboards… this actually finds correlations and suggests actions, which is the missing piece.

I’m especially excited about the continuous scanning angle, usage patterns, signups, product friction, even notable leads. Feels like having a full-time PM + data analyst who never sleeps.

Huge launch. Can’t wait to see how teams build workflows around this.

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Really compelling feature here! I feel like this makes it highly accessible to be truly data driven now. No excuses.

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@cobjorn 100%. It's so easy now, just connect your data and automatically get insights.

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@cobjorn Really appreciate it, Coburn. We wanted to take analytics from “nice to have dashboards” to something proactive and genuinely accessible for every team.

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This feature is pretty powerful. We give our agent extra compute time and higher reasoning because it runs in the background and needs to research deeper because it needs to deliver results without a follow up.

I get to dogfood Basedash with my side project RYSE (a social fitness app).

I have a daily report I generate to monitor all Posts and Comments for offensive language, bugs, and things like that. I couldn't imagine doing this a year ago, but now I don't even have to think about it.

There's a few other super useful templates in the app like the Github change log which we use to publish our release notes for the public.

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Pretty cool that you have an AI agent acting as a community moderator!

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I've really been enjoying waking up to the insights that Autopilot gives us directly in Slack. Some really good actionable advice that we get related to growth and engineering issues we need to resolve.

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@robertcooper_rc yeah it's so cool to see in action, isn't it?!

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Love that you built this to solve your own internal problem first. That 10x activation story in the description is wild. When Autopilot surfaces an insight, can I click 'Fix' to trigger a webhook (like in Linear/Slack) or is it purely informational for now?

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It's on the roadmap! Imagine Autopilot updating your marketing site copy, running ad campaigns, updating your product onboarding flow...

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@govindsajit Appreciate it, Govind! Today Autopilot focuses on surfacing the insight, but actionable steps are next. Webhooks / triggerable workflows are something we’re actively exploring.

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Hey everyone! Kris from Basedash here 👋

Autopilot started as an internal experiment: what happens if an AI can watch all of your company’s data (product, revenue, onboarding, usage) and surface the things you don’t see?

The answer ended up being surprisingly impactful. Autopilot kept pointing out patterns we weren’t looking for, along with simple suggestions that compounded into real results. One of those insights helped us 10x our activation rate. Tbh we're a small team and don't have time to check every funnel and correlation every day.

That’s what I love about Autopilot: it doesn’t overwhelm you. It finds the single most important insight, explains why it matters, and tells you what to do next. It feels less like adding a super-capable teammate who never sleeps.

Excited to hear what Autopilot uncovers for you. Happy to answer questions throughout the day!

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Basedash looks awesome! The natural language chart creation is a game changer. Wondering how Autopilot handles multiple data sources with conflicting information?

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@jaydev13 Thanks! We integrate with 600+ data sources, and Autopilot’s AI reasons across whatever you connect.

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#12
Tactiq 3.0
AI Notetaker that summarizes meetings in real time
140
一句话介绍:Tactiq 3.0是一款在会议场景中实时工作的AI笔记工具,通过实时摘要、任务生成和内容创建,解决会议信息流失、后续执行脱节的核心痛点。
Chrome Extensions Meetings Artificial Intelligence
AI会议助手 实时转录与摘要 智能任务管理 会议生产力工具 无机器人模式 多平台集成 销售赋能 团队协作 知识留存 自动化工作流
用户评论摘要:用户普遍赞赏其无机器人模式、多平台兼容性及实时摘要功能。核心问题集中在AI对快速对话、多人重叠发言的处理能力,以及行业术语识别的准确性。主要建议包括增加自动语言检测、优化与项目管理工具(如Linear)的字段自动匹配深度。
AI 锐评

Tactiq 3.0的野心,远不止于做又一个“会议转录器”。它试图将会议本身重构为一个可编程的“输入事件”,其输出的不再是静态的文字记录,而是动态、结构化的“工作流种子”——摘要、幻灯片、任务、日历事件。这标志着AI会议工具从“记录过去”向“驱动未来”的范式转变。

其宣称的“无机器人”模式是巧妙的差异化策略,规避了用户对第三方AI“旁听”的心理不适与合规疑虑,技术上则依赖本地或直接集成平台的音频流处理。然而,其真正的挑战在于“实时”与“深度”的权衡。实时摘要必然牺牲分析的透彻性,可能流于表面罗列;而将模糊的对话自动转化为拥有明确负责人、优先级的任务,在复杂的组织语境与模糊的会议语言中,极易产生误判,仍需人工校准。评论中关于“快速对话处理”和“行业术语”的疑问,正戳中了当前AI在实时语义理解与领域适配上的普遍短板。

产品团队将销售、客户成功等“对话驱动型”角色作为典型用户是明智的,他们的会议流程相对结构化,价值转化路径清晰。但若想渗透至更复杂、非线性的创意或战略讨论会议,其AI能否理解隐喻、捕捉未明言的共识与分歧,将是更大的考验。本质上,Tactiq 3.0提供的不是完美的自动化,而是一种“增强认知”:在信息过载的会议中,为人类提供实时、结构化的信息支架,将心智从机械的记录中解放,专注于更高级别的互动与决策。它的成功与否,将取决于其AI在“理解上下文”与“创造可执行成果”之间找到的平衡点有多精准。

查看原始信息
Tactiq 3.0
Tactiq 3.0 lets you use AI during meetings to summarize conversations as they take place. Generate summaries and ask smarter questions in real time, assign AI tasks and create slides with Tactiq’s AI Agent.

Co-founder here! 👋

@david_hartley4 covered the details, so I'll share the insight behind 3.0: meetings generate a ton of value, but most of it evaporates the moment the call ends.

So we asked: what if AI could actually create from your conversations?

Create summaries. Create slides. Create tasks with owners and deadlines. Create calendar events. Create follow-up emails. All from what was actually said, not what you half-remember typing up later.

That's what Tactiq 3.0 does. Your meeting becomes the input. Everything else gets created for you.

Would love to hear what you'd want Tactiq to create from your meetings. We're always building based on what users actually need.

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@david_hartley4  @ksenia_svechnikova Congratulations, guys! You ROCK!

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Hi everyone, I’m David I lead the product marketing here at Tactiq and I’m excited to be hunting Tactiq 3.0!

Tactiq 3.0 goes beyond just transcription and AI insights with brand new features we’re excited to introduce like:

💬 In-meeting AI - Use Tactiq AI during your meeting to summarize converations as they happen, ask AI custom questions during a meeting and generate action items on your call.

📋 Generate and assign tasks with AI - Tactiq AI can now generate tasks from your meetings, and automatically assign an owner, priority, task title and description. You can now manage tasks directly in Tactiq by setting and changing statuses, or continue to share them to your preferred tools.

🖌️ Create with AI Agents - You can now create summaries, action items and even slides with Tactiq’s AI Agent. As well as have ongoing conversations with Tactiq AI, with context and memory across one or multiple meetings.

We’re so excited to introduce these new features for Tactiq 3.0 I would love to hear how you’d use Tactiq AI during your meetings.

I’ll be around today to answer any questions!

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@david_hartley4 Congrats on the launch! Quick question — how well does the real-time AI handle fast-paced conversations or multiple speakers talking over each other?

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Hey PH community! It’s been an incredible journey watching Tactiq grow with every Product Hunt launch, and today I’m excited to introduce Tactiq update that ushers in a new way of working with your meetings.

With this we are laser focused on helping users not only transcribe, but actually start creating.

With in-meeting AI - you can now create real-time summaries as a meeting happens, instead of waiting until the call ends.

With AI task generation - automatically create tasks with priorities, owners and deadlines in a single click.

With Tactiq’s AI agent - you can easily create summaries, action items, combine multiple meetings into one concise output or even create a presentation out of your meeting notes.

I’m so proud of what our team has built to help users focus on meaningful work and get more value from their meetings. We’d love your support, check it out, share your thoughts, and let us know what you think!

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Hey PH community - Nick here co-founder & COO of Tactiq.

Today we’re thrilled to bring you Tactiq 3.0

Tactiq 3.0 is a huge step forward in helping people take action from their meetings. We all know meetings are where decisions are made, alignment happens, and context is shared. But as soon as a meeting ends most insights and momentum is lost.

This is where Tactiq 3.0 comes in

With Tactiq 3.0, teams can now summarize discussions in real time, ask clarifying questions in the moment, and confirm action items before the call ends. This closes the gap between conversation and execution.

Tactiq’s new AI Tasks then turns those aligned actions into structured tasks automatically, and the new AI Agent allows you to dig deeper with follow-up prompts, create action items, multi-meeting summaries and even slides.

The goal is straightforward: Tactiq 3.0 helps you focus on execution

Excited to hear your feedback and thoughts!

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Hi everyone - I’m Kirill, driving Tactiq sales efforts globally.

From my perspective, real-time meeting AI is one of the smartest ways to use AI today. It helps you communicate better in the moment: asking sharper questions, spotting objections, clarifying needs - all while you're live with a customer, your team, or a channel partner. That way, AI unveils the power of meeting intelligence.

This isn’t AI replacing you. It’s AI giving you the clarity and confidence to perform at your best. It's honestly a superpower for sales calls!

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Hey Hunters! I’m Matt, lead designer at Tactiq 👋

Super excited to be a part of and share Tactiq 3.0 — it’s everything you love about transcripts, plus a lot more AI magic for your meetings:

  • 💬 In-meeting AI – Get live summaries as you talk, ask custom questions mid-call, and auto-capture action items.

  • AI-powered tasks – Turn conversations into tasks with owners, priorities, and clear descriptions. Manage them in Tactiq or send to your favorite tools.

  • 🖌️ AI Agents for follow-up – Create summaries, action items, and even slides, with context and memory across one or many meetings.

I’d love to hear how you’d use Tactiq 3.0 with your team.

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Hey everyone! I'm Patrick and I am our Customer Success Manager for the Western Hemisphere.

I’ve been a power user of Tactiq for over two years now, and honestly, I can’t imagine my work life without it.

It gives me the freedom to really engage in conversations without worrying about missing something important. I’m not stressing about note-taking or remembering every detail, and that’s changed how I show up in meetings. I’m a more active listener, and it makes a big difference.

I’ve worked in the work management space for almost a decade, and I have to say, Tactiq often boosts my productivity more than most task tools. It helps me focus on what actually matters, the important points that come up in meetings, and then gives me a way to act on them directly. I regularly go back to transcripts and summaries to stay aligned on what was said, what’s next, and how decisions were made.

One feature I use constantly is the multi-meeting selector. Being able to choose up to 10 meetings and ask AI to summarize or pull insights across all of them is something I’ve never been able to do before. With so much going on, that quick ability to zoom out and get the big picture is huge.

Also, the in-meeting AI is a total game changer. In my role, which is pretty consultative, I love being able to ask AI mid-call to recap what we’ve covered or highlight pain points. Instead of relying on what I think I heard, I can reflect what was actually said — and that helps my clients feel more heard and aligned.

If you’re in a role where conversations drive your work, Tactiq isn’t just a nice-to-have. It’s essential.

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Hey, Product Hunt community!

Mike here, product marketing manager at Tactiq.

I'm happy to say that we found one of the smartest ways to use AI today - during meetings, not just after.

The moment a meeting ends, your focus is low. By the time the meeting ends - the moment to make a real impact is gone.

So we asked the question: what if we could help Tactiq users in the moment - when it matters most.

Leverage everyone's focus at its peak - during the conversation.

You can now impact decisions, outcomes, and people's minds in real-time by catching up on current calls, asking smarter questions, and bringing in context from past meetings in one click.

If you're a busy founder, manager, or teammate trying to stay on top of chaotic meetings - Tactiq makes all your dreams come true. As long as your dreams involve understanding people better, building what they want, and winning deals without the manual paperwork.

So, to become a master Tactician, you need to remember 3 things:

  1. What gets transcribed - gets done.

  2. Context changes everything - from people’s minds to decisions and outcomes.

  3. The moment to use that context is during the meeting, not after.

Stay ahead of the conversation - Try Tactiq 3.0 in real-time today.

I'll be here all day to answer any questions. I'm eager to see what you think!

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Is it a bot-less notetaker?

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@zerotox That's right! You don't have to worry about an AI bot joining your meeting because Tactiq is bot-less!

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Wow, Tactiq looks incredible! That real-time summary feature is a game-changer for staying focused. Im curious, how does the AI handle industry-specific jargon during transcription?

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@jaydev13 Thanks so much! Our transcription is already strong, but if you have industry-specific terms that tend to get misheard, you can add them to your custom auto-correct list. Tactiq will automatically fix those terms in real time so your jargon always comes out right.

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I've been using Tactiq for a while now. It's seamless and works across a number of different meeting platforms. I'm just trying to get the rest of my team across it as well ;)

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@nomis_mikah Thanks so much! Curious what convinced you to start using Tactiq regularly? Was it that it worked across multiple platforms, the AI insights or something else?

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Hi everyone, Emily from KNWN here. I have been using Tactiq for over a year now, and it blows all other meeting tools out of the water. I absolutely love how compatible it is with other tools- I use Notion and Todoist. It ensures I remember every single thing from every meeting. I would highly recommend this tool to anyone who is in regular meetings. I also love that it doesnt add another annoying box to my meetings! Ive tried them all and will only use Tactiq.

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@emilyfrichardson Thanks so much for your kind words! If you could wave a magic wand and add one thing to Tactiq, what would it be?

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My favorite AI meeting tool of all time – huge congratulations to the team!

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@ronny_sanchez_merino Thank you so much for your support and kind words!

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I've been using it for months and I absolutely love it! Its the best note taker in the market. My only ask is to add automatic language detection for the transcripts please :)

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@franco_maciel Thanks so much for your kind words Franco and feedback! For language detection I assume this is because you switch between languages in different meetings, what languages do you usually use?

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@david_hartley4 Spanish and English! I use both everyday and sometimes I forgot to change it manually. If at least we could add two main languages to detect that would be amazing. Thanks for building this! Rocks 🤟
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Finally a meeting tool that actually pushes data to my project management tools instead of just emailing me a summary I’ll ignore. A question on the linear integration, does it just dump the text, or does it try to parse out the 'Assignee' and 'Priority' fields automatically.

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@govindsajit thanks for the comment! Glad you get it. :)

As for Linear - currently the integration is available in Workflows where you can select Team, Title, and description. Then you can manually select the Assignee and Priority when the ticket is created automatically.

However - with the new AI Tasks feature - you get all of those created and assigned inside Tactiq:

Status

Priority

Due date

Assignee

Meeting title

Task title & description

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Hi everyone, Giovanna here from Kirill’s team!

Thrilled to see Tactiq 3.0 live. What I love most about this launch is how it transforms the natural flow of a conversation into clarity, structure and momentum in real time.

Real time insights, action items, tasks, summaries and even slides. This is communication intelligence elevating how teams collaborate and execute.

Excited to bring this to our customers across LATAM. It empowers teams with confidence, focus and a clear path forward.

Huge congratulations to the team for such a powerful leap forward.

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#13
Blogg.so 2.0
Best In Class AI-Powered Blogging Platform
124
一句话介绍:Blogg.so 2.0是一款AI驱动的博客平台,通过提升AI写作质量、整合专业图像生成及提供现代化模板,解决了个人和产品创建者在快速建立高质量、可信赖且SEO友好博客时的内容创作与品牌塑造痛点。
Productivity SEO Artificial Intelligence
AI博客平台 内容生成 SEO优化 图像生成 网站建设 自动化写作 品牌内容 博客CMS 网页设计 数字营销
用户评论摘要:用户反馈积极,认可其在写作质量、视觉一致性和SEO集成方面的升级。主要问题聚焦于产品定位(是CMS还是写作工具)及AI是否支持学习品牌语调。开发者回应将两者结合,并透露未来将专注于提升核心体验后的新方向。
AI 锐评

Blogg.so 2.0的“重铸”看似是一次常规的AI写作工具迭代,实则暴露并试图缝合当前AI内容创作领域最深的裂痕:速度与质量、生成与控制之间的失衡。其宣称的“最佳等级”并非空谈,关键在于它没有停留在“更快生成一篇草稿”,而是选择重建写作和图像两大核心管线,这直指了市场现存工具的普遍软肋——内容同质化与视觉廉价感。

通过引入更先进的模型以改善文章结构和语调控制,并整合Nano Banana Pro这类专业图像引擎,产品实质上是在将“可控的优质输出”打包为标准化服务。这一定位巧妙地将用户从繁琐的“多工具切换、后期精修”工作流中解放出来,瞄准的是那些需要持续输出品牌化内容、却缺乏专业内容团队的中小企业主和独立开发者。其内置的SEO与GEO优化,更是将价值主张从“内容创作”延伸至“内容分发”,完成了闭环。

然而,其面临的挑战同样清晰。首先,“既是CMS又是写作工具”的模糊定位可能造成心智混淆,在专业用户看来两端都不够极致。其次,评论中关于“AI学习品牌声音”的疑问,恰恰命中了当前AI写作工具的天花板——真正的品牌独特性与深度洞察,仍非模板化调整所能轻易赋予。最后,当工具使高质量博客的创建门槛急剧降低时,其产出物本身也可能迅速陷入新的“优质同质化”陷阱。

真正的价值不在于它今天能生成多么“像样”的博客,而在于它是否定义了一套关于“AI时代可信内容”的新标准——将结构、视觉、性能优化深度融合。它的下一步,如开发者所暗示的“提升核心体验”,或许应更激进地迈向个性化与智能协作,而非停留在优化现有范式。否则,它可能只是一款更好的工具,而非一个颠覆性的平台。

查看原始信息
Blogg.so 2.0
A relaunch of Blogg.so with major upgrades across writing, visuals, and customization. Generate full blog posts with improved AI writing, add inline images powered by Nano Banana Pro, switch between new layouts and color themes, and publish SEO optimized pages that load fast and rank well.

Is it a CMS or a blog writer?

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@roopreddy  Really love how thoughtful this relaunch is, Charlie. Most AI-powered blogging tools focus on speed, but you’re tackling the real problem: quality that actually stands out. Rebuilding both the writing engine and the image generation pipeline was the right move, structure, tone control, and visually consistent hero graphics make a huge difference when someone is trying to build credibility.

The design upgrades come through too. Modern layouts, tighter typography, and better color modes make the final blog feel premium instead of “auto-generated.” And the built-in SEO + GEO optimization is a killer touch, makers want distribution, not more checklists to manage.

Awesome work. Curious: now that the core experience is rebuilt, what’s the next area you’re thinking of leveling up?

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@roopreddy Good question! It's actually both. It provides you with a clean SEO optimized blog, directly integrated into an automated posting pipeline.

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Hey everyone, Charlie here. Thanks so much for checking out the relaunch of Blogg.so.

I originally built this to make blogging simple for people who want to quickly spin up a blog for their product and use AI create new posts on autopilot. Over the past 6 months I learned a lot from how people were using it, and it became clear that the writing and image quality needed to improve to stand out.

This update is a full rebuild of the core tools. The post generator uses the latest models for stronger structure, clearer tone control, and more consistent long form writing. Images are powered by nano banana pro so hero graphics and inline illustrations look much more polished and intentional.

I also added new layouts, updated color modes, cleaner typography, and a ton of small details to make blogs look modern and fast. SEO and GEO optimization are built in so posts perform better without extra work.

I'd love to hear what you think. If you find anything confusing, rough, or missing, please tell me. Your feedback shapes what I make next.

Thanks again for the support!

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Wow, blogg.so looks incredible! Love the Nano Banana Pro integration for inline images. Does the AI learn from existing content to really nail my brand voice? Im curious!

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Well done! 💪
Landing page looks nice! Pricing looks fair.
Did you get featured by PH for this launch?

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#14
Sceptrum
Offline-first dashboard with auto-sync on WiFi connection
97
一句话介绍:一款面向自由职业者和小团队的离线优先仪表盘,在互联网连接不稳定或中断的场景下,确保工作不丢失,并在恢复连接时自动同步。
Productivity Software Engineering Artificial Intelligence
离线优先 生产力工具 数据隐私 端到端加密 自动同步 轻量级应用 仪表盘 本地分析 自由职业者 弱网络优化
用户评论摘要:用户普遍认可“离线优先”解决的真实痛点,赞赏其轻量、快速。主要问题集中在多设备同步机制、本地文件兼容性及AI调用监控的具体实现上。建议方向包括扩展团队协作功能、客户门户及更丰富的追踪能力。
AI 锐评

Sceptrum的宣称价值在于“为AI时代构建的隐私工具”,但其当前呈现的核心功能实质是一个**具备强韧同步能力的离线笔记或数据看板**。这是一个巧妙的定位差异:它没有与传统的广告拦截器或Cookie管理器在红海竞争,而是将“离线优先”和“端到端加密”作为基础架构,去承载用户对AI时代应用过度获取权限(摄像头、麦克风、文件、网络、AI调用)的普遍焦虑。然而,产品介绍中的“统一可见性”监控与创始人阐述的离线同步仪表盘之间存在明显的**叙事断层**。评论也印证了这一点:用户被“离线同步”的实用功能吸引,却对“AI调用监控”这一更前沿的宣称功能感到好奇与疑惑。

其真正价值可能分两层:**表层价值**是解决新兴市场、移动场景下网络不可靠的切实生产力痛点,这是一个明确且未被充分服务的市场。**深层价值(或未来潜力)** 在于其架构——一个本地优先、一切分析在设备端的框架,为未来集成更深入的系统级行为监控(如其所提的AI调用)提供了可能的技术与信任基础。风险在于,若不能快速弥合当前功能与宏大叙事之间的差距,它可能被固化为一个优秀的离线同步工具,而错失其宣称的“AI时代隐私守护者”的更高维定位。创始人的当务之急,是明确下一阶段是深化核心同步与协作功能,还是尽快推出令人信服的隐私监控特性,以统一产品形象。

查看原始信息
Sceptrum
Traditional Windows “privacy” tools were built for ads, cookies, and trackers. Sceptrum is built for the AI era — where powerful apps can read your files, watch your screen, and talk to LLMs in the background. On-device, always All analysis happens locally on your machine. We don’t collect, upload, or sell your activity data. Unified visibility Camera, microphone, file, network, and AI calls — all surfaced in one signal feed you can actually understand.
Hey everyone, I’m the founder here! Sceptrum is an offline-first dashboard built for freelancers and small teams who can’t afford to lose work when the internet drops (Jio/Airtel crashes, village Wi-Fi, travel, etc.). Key things it does right now: → Works 100 % offline – type, save, everything stays safe → Auto-syncs the second internet is back → End-to-end encrypted (your client data never touches our servers unencrypted) → Super lightweight – runs smooth even on 2G or low-end phones → Completely free for the first 100 people who join today Live demo (no signup needed): https://sceptrum.is-a.software Would love your brutal feedback – what’s missing? What should I build next? First 100 who comment “SCEPTRUM” or DM me get lifetime free access. Thanks for checking it out! 🙌
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@s_aditya1 congrats! Does it support multiple devices syncing once internet is back?

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@s_aditya1  Love the focus here, “offline-first” is such an underrated need, especially for freelancers in regions where connectivity is inconsistent. Most dashboards assume Silicon Valley Wi-Fi, but real work happens on trains, in rural areas, during outages, and on low-end devices. Sceptrum leaning into that reality is a smart angle.

End-to-end encryption + auto-sync once you’re back online is a killer combo. Plenty of tools claim privacy or offline mode, but very few are genuinely usable when the internet fully drops.

Tried the demo, surprisingly fast and lightweight. Curious what you’re planning next: team collaboration? client portals? richer tracking? There’s a big opportunity here to become the resilient workspace for makers who can’t rely on stable connectivity.

Great launch, excited to see where you take it.

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Wow, Sceptrum looks amazing! The offline-first dashboard with auto-sync is a game changer. How does the local analysis handle different file types and potential compatibility issues? Super interested!

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Finally a dashboard that doesn't just spin a loading wheel when my internet drops. The lightweight/low-end device support is a huge plus for accessibility. Nice work.

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This hits close. My train Wi‑Fi drops every hour and I end up losing notes. Offline-first + auto-sync is clutch. The AI call feed is the bit I’m most curious about—does it map calls to specific apps/processes? Will try on an old ThinkPad tonight.

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#15
Hobbi
Mind journaling voice companion under a meditative night ski
97
一句话介绍:Hobbi是一款通过上传照片创建冥想空间,并进行语音对话式思维日记记录的AI伴侣,在用户需要情感倾诉与自我反思但不愿或难以书面记录时,提供无压力、私密的陪伴体验。
Audio Health
AI情感伴侣 语音日记 冥想应用 心理健康 私密日志 情绪分析 沉浸式体验 数字艺术 非生产力工具 情感科技
用户评论摘要:用户普遍认可其“反效率”的温柔理念与沉浸式美学。主要问题聚焦于:1. 隐私数据的具体处理方式(数据是否上传服务器);2. 技术细节(如何分析语音语调与照片以个性化体验);3. 潜在目标人群探讨(如男性用户需求)。开发者积极互动,询问改进建议。
AI 锐评

Hobbi的亮相,与其说是一款新应用,不如说是对当前AI工具主流叙事的一次温和反叛。在“增效”AI泛滥的当下,它刻意剥离了任务导向,将价值锚定在“存在”与“陪伴”本身,这既是其最犀利的差异化,也构成了其最脆弱的商业护城河。

其真正价值在于创造了一个“仪式化”的情感容器:上传照片生成粒子空间,这一行为将抽象的记忆物质化,为随后的语音倾诉预设了安全、专属的心理场域。将对话转化为精美日记,则巧妙地解决了“情感表达”与“记录留存”的双重需求,尤其服务于那些对传统书写有心理障碍的用户。产品试图通过分析语音韵律(而不仅是文本)来适配回应,若技术扎实,能提升共情幻觉的真实感。

然而,其面临的挑战同样尖锐。首先,“无评判的倾听”是核心承诺,但AI的回应逻辑终究由算法驱动,如何长期维持高质量、不重复且真正“理解性”的对话,是技术深渊。其次,隐私是生命线,但“100%私密”的宣称需要极其透明的技术架构(如完全端侧处理)来支撑,任何含糊都可能摧毁信任。最后,其商业模式存疑。“零成本”模式在初期可吸引用户,但后续的可持续性、数据伦理与服务器成本将形成巨大压力。

本质上,Hobbi贩卖的是一种情绪价值与美学体验,它敏锐地捕捉到了数字时代的孤独与表达渴望。但它能否从一个令人惊艳的“概念艺术品”,进化为一个长期、稳定、可信赖的情感出口,取决于其技术深度、隐私诚意以及最终不得不面对的商业化路径选择。它提醒我们,科技除了向外征服效率,也可以向内滋养心灵,但这条路的盈利荆棘,或许比效率工具的道路更加难行。

查看原始信息
Hobbi
Hobbi creates a immersive meditative space with photos you upload and chat with you to make a mind journal. Hobbi listens without judgment, never interrupts, and drops the perfect joke or sarcastic comeback when the moment calls for it. 100% private, always available, zero cost, no appointments.

Hey PH world! 👋

If you’ve ever wished for a space where you could slow down, breathe, and talk freely without being judged, you’ll probably recognize the feeling behind Hobbi. Hobbi a gentle, companion-style voice chat AI that sits with you in a quiet, meditative world — a place shaped by your own memories. Upload a photo, and Hobbi turns it into a living particle-based universe around you. Inside that space, you talk, vent, reflect, or simply exist — and Hobbi listens. At the end, your conversation becomes a beautifully formatted journal entry you can keep.

Check out Hobbi if you:
Feel deeply and need soft companionship.
Hobbi provides a quiet, intimate conversation under the night ski - it doesn't judge, just listen.
Want to record your inner world, but struggle to write.
Whether you want to remember a moment, untangle thoughts, or process your day, Hobbi helps you express and preserve what matters.
Are drawn to aesthetics, atmosphere, and intimate storytelling.
Hobbi was built for everyone who loves mood, softness, art-like visuals, and immersive soundscapes — not for productivity, but for presence.

We hope Hobbi can be a small, beautiful corner of the internet that feels like it was made just for you. Thanks for being here, and we can’t wait to hear what you think.

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@g_z3 Congrats on the launch !The idea of turning a single photo into a meditative space for voice journaling feels quietly magical.

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@g_z3  This is genuinely beautiful. So many AI tools chase productivity, efficiency, or output, but almost none focus on presence, softness, or emotional space. Hobbi feels like the opposite of the hustle-AI trend, and honestly, it’s refreshing.

The particle world built from a personal photo is such a poetic touch. It turns memory into environment, and then uses that space as a container for reflection, that’s more art than app. And the fact that conversations turn into journal entries means people who struggle to write can still capture their emotional landscape in a meaningful way.

There’s something very human about creating tech that slows you down instead of speeding you up. Excited to see where you take this, the internet needs more gentle corners like this.

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The 'voice companion' angle is interesting. Sometimes, typing out a journal entry feels like work, but just talking feels like therapy. Does the AI analyze the tone/prosody of my voice to detect mood changes over time, or is it strictly analyzing the text transcript for the journal entry ?

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@govindsajit It detects both verbal and nonverbal information. The replies and tone adapts to your emotion, speed etc. Lmk whether you could tell the difference!

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Feels amazing! Good luck with the launch. :-)

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@pherkan Thanks for your support Pherkan! Hope you like Hobbi and would appreciate any feedback.

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Wow, Hobbi sounds incredible! The mind journaling in a meditative space is super intriguing. How does it handle processing different photo types to tailor the journaling experience?

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@jaydev13 Thanks for your support Jay! Currently photos are treated with particularization and 3D effects like a relief. How do you think we can categorize photos and do you have any suggestions on how we can deal with them differently?

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Congrats on the launch and I like the idea! How do you take the privacy of the journaling? Does it send the data back to the servers and they get logged outside of my device? Sometimes people journal things that are very personal to themselves

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Hello, sounds interesting, because men have this feeling of not to talking to each other about their feelings, this might be great target for men!!

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@javlonbek_shodmonov That’s insightful! Would be interesting to see how men and women expect differently from Hobbi. How do you think men deal with their feelings?

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#16
Vectorly
Get web data behind clicks, searches, user interactions
94
一句话介绍:Vectorly通过记录用户与网站的交互,利用AI逆向工程出底层API,将任意交互式网站转化为稳定、可复用的API或MCP工具,解决了开发者在集成无API遗留系统或进行网页数据抓取时,面临的自动化工具脆弱、缓慢、成本高昂的痛点。
API Developer Tools Artificial Intelligence GitHub
API生成 网页逆向工程 无代码/低代码 自动化工作流 数据抓取替代方案 开发者工具 MCP集成 开源 工作流市场 浏览器自动化
用户评论摘要:用户普遍认可其解决“脆弱爬虫”和“低效浏览器代理”痛点的价值,对市场和工作流共享功能感兴趣。主要询问动态内容处理能力、成本可扩展性及与开发工具(如VSCode)的集成细节。开发者创始人积极回复,解释了技术原理。
AI 锐评

Vectorly的野心不在于做一个更好的RPA或爬虫,而在于扮演一个“网络交互的编译器和链接器”。其核心价值是将非结构化的、基于视觉和DOM操作的用户交互,“编译”成结构化的、可直接调用的API端点。这本质上是对“接口”概念的重新定义——任何可通过UI访问的功能,都应存在一个对应的程序化接口。

产品介绍中“No brittle scrapers, no slow or expensive computer-use agents”的宣言,直指当前AI智能体(如CrewAI、AutoGPT)在操作网页时的根本性缺陷:依赖模拟人类操作,效率低下且极不稳定。Vectorly的思路是“降维打击”:与其让AI在表层UI上挣扎,不如让它深入网络层和运行时,直接“窃听”前端与后端之间原生的、高效的API通信,并将其标准化。这使其输出的不是“脚本”,而是“服务”。

“零运行时令牌成本”的承诺是其商业模式的犀利之处。它将成本从按次使用的计算(令牌)转移到了前期的“逆向工程”过程上,一旦工作流被创建和发布,即可被无限次低成本复用。这与其“市场”愿景紧密相连:它试图构建一个由开发者众包的、覆盖全球主流Web应用“地下API”的生态。风险也在于此:其技术严重依赖于网站不改变其API结构,且可能面临法律灰色地带(尽管它获取的是用户自身交互可触达的数据)。此外,对复杂单页应用(SPA)和强验证流程的逆向工程可靠性,仍需大规模实践检验。

总体而言,Vectorly若如其所述般稳定工作,它不是在优化现有赛道,而是在开辟新赛道——将整个互联网的交互层,逐步“翻译”成一个可编程的、由API构成的平行宇宙。它的对手不是Selenium,而是那些拒绝开放API的封闭系统本身。

查看原始信息
Vectorly
Vectorly turns any interactive website into an API & MCP. Record your workflow, and our AI uncovers the hidden endpoints behind UI clicks and searches. No brittle scrapers, no slow or expensive computer-use agents—just fast, reliable, reusable APIs with zero runtime token costs. When developers discover useful web flows, they can publish them to the marketplace so others can run them instantly. Finally access the data your scrapers can’t reach.
We originally set out to build AI for healthcare, but every workflow required stitching together dozens of legacy systems with no APIs. We tried browser agents and existing automation tools, but they were slow, brittle, and fell apart on real-world web apps. So we built the tool we wish existed: a system that records real web interactions, reverse-engineers the underlying API calls, and compiles them into reliable scripted flows. Under the hood it uses CDP to capture JS bundles, browser storage, and network traces, plus LLMs to map them into reusable routines. There are no secrets with our approach, we made it open source: https://github.com/VectorlyApp/w... We are excited to have you try it out! What web apps do you wish you had programmatic access to?
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Alright so the dashboard looks good with the routine creation I must admit. Also was in the same situation as you with existing browser agents missing things or being not capable of what I wanted so your solution might solve this now.

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@jim_engine thank you Jim! We obsessed over the look of dashboard so it feels great see someone appreciate it :)
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awesome product, we were actually looking at solutions to solve this problem. Will give it a try.

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@aditya_rohit Hi Aditya, can I ask what industry you were specifically interested in?
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Wow, Vectorly looks amazing! The marketplace for shared workflows is super cool. How well does the AI handle websites with dynamically loaded content?

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@jaydev13 Thanks! We are also excited for the possibility of having developers share workflows and thereby knowledge. Since the AI agent has access to all network transactions, HTLM, JS, cookies, and browser storage, the AI can uncover API endpoints as you interact with some webpage without having to deal with the dynamically loaded content by itself. When we rerun the workflow, we use APIs directly, so once again, bypassing issues with dynamic content.

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Hello mr Vremenko, i would like to ask you whether this is a news site? I didnt quite catch the idea of this app

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@javlonbek_shodmonov Hi Javlonbek! Thank you for your question. Vectorly is a tool that helps you uncover internal APIs web apps use to communicate between their frontend and backend. Once the APIs are reverse engineered there is no need for scrappers or computer use agents to use the UI. Vectorly is not specific to news sites, but it can be used to uncover news site APIs.
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Finally a tool that gives us the actual data source instead of just parsing HTML soup. The 'zero runtime token costs' claim is huge if it scales. Nice work.

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Looks sick! Will there be any open-source integration with Vibe Code tools?

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@jeffrey_gonzalezmoreno Hey Jeffrey! Thank you! You can link our documentation page with Cursor. We also offer MCP server which has discovered tools as routines. This MCP can be connected to Cursor, Windsurf, and VSCode. Is that what you had in mind?

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#17
Ama
build your startup without burning out
88
一句话介绍:Ama是一款面向创业者的主动式AI健康教练,通过分析用户行为模式,在高压工作场景中主动介入,提供个性化健康指导,以预防倦怠并提升长期表现。
Health & Fitness Messaging Artificial Intelligence
AI健康教练 创业者福祉 主动式干预 心理健康 行为模式分析 个性化指导 预防职业倦怠 生产力工具 健康科技 智能助理
用户评论摘要:用户普遍赞赏其“主动关怀”理念及“母亲”般的定位。主要问题集中于:具体运作机制、适用阶段、如何判断干预时机、回复是否基于名人模板。团队回复确认通过聊天和数据学习模式,否认使用模板,并透露将通过WhatsApp集成和可穿戴设备连接提供更精准服务。
AI 锐评

Ama切入了一个精准且被长期忽视的缝隙市场:创业者的系统性健康损耗管理。其宣称的“主动式AI教练”模式,试图将健康管理从“可选项”变为“默认项”,这在理念上是颠覆性的。真正的价值不在于又一个冥想或健身应用,而在于其“agentic”(自主代理)特性——它承诺在用户即将崩溃却不自知时进行干预,这直击了创业者“强撑文化”的痛点。

然而,其面临的挑战与潜力同样巨大。首先,“主动干预”的伦理与实用边界极为模糊。何种数据阈值能触发“关怀”?误判带来的干扰是否会成为新的压力源?评论中关于“如何判断时机”的疑问正是对此的担忧。其次,产品将健康这一复杂系统性问题,试图通过聊天交互和数据关联来简化,其效果的科学验证将是一大难关。团队提及的“行为模式学习”和“微调”过程描述仍显抽象。

从商业模式看,它聪明地避开了与Calm、Headspace等在通用冥想市场的正面竞争,转而绑定“创业者”这一付费意愿强、痛点明确的垂直群体,并通过WhatsApp集成降低使用门槛。但这也使其天花板清晰可见。长远来看,其核心算法能否形成真正的壁垒,取决于对“行为-健康-表现”关联模型的挖掘深度,而非简单的消息推送逻辑。它可能成为一小部分人的“救命稻草”,但距离重塑创业者健康文化,还有赖于其能否提供可量化的、超越主观感受的硬价值证明。

查看原始信息
Ama
Ama is the first proactive AI coach for entrepreneurs that learns from the patterns that drain you and helps you perform at your best. Ama is developed to improve your most important business asset, your health, so you can enhance yourself and your business day by day.
Hi everyone, I’m really happy to finally share Ama with you. I’ve been so busy with this launch that I honestly need her more than ever right now! Ama is your most reliable coach: she never judges you, and she keeps an eye on you the way a caring mom would. As an agentic AI, Ama doesn’t wait for you to text her. She learns your patterns and reaches out when she feels it’s necessary, so you get help even in those moments when you wouldn’t ask for it and keep the pressure all in. By protecting your health with personalised nutritional and fitness guidance, Ama helps you listen to your body and build real self-awareness. The goal is not just to make you a better founder or innovator, but a better version of yourself overall. She doesn’t do your job for you, she makes you better at doing it. Ama reminds you of the things you’d rather avoid, but that will actually make you stronger once you face them. Instead of being just “another app to check”, Ama becomes your trusted co-pilot. She anticipates when you’ll need support, nudges you before stress explodes, and helps you reflect so that tomorrow you wake up more grounded, more focused, and more you.
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@carolina_d_alessandro 

I will sign up on the Waitlist to get early access

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@carolina_d_alessandro Is this for founders of any stage? How does it exactly work?

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@carolina_d_alessandro 

Thank you for sharing, and congratulations on launching Ama. The concept of an agentic, proactive wellness coach is powerful, and the positioning is very clear. I’m looking forward to exploring how Ama supports better routines, awareness, and long-term resilience. Well done!

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Congrats! Great product team! It's a very important part of the building process to stay healthy mentaly too.

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@david_sipos  Thank you very much David!

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The fact that Ama reaches out when she notices a necessity rather than waiting for us to ask help is intriguing.

Also, the name. Ama = mother is many languages.

Congrats on the launch, btw.

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@kritikasinghania Hi Kritika, thank you for noticing! We are indeed referring to mothers behaviour. What distinguishes us the most a part from the personalisation is actually the proactivity.

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Are the replies based on any famous entrepreneurs?

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@busmark_w_nika Hi Nika, they aren't. The proactive messages and responses are tailored for every users with a fine tuning process that makes Ama adapt to the entrepreneurs specific needs in order to enhance his health and business.

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This is really sweet. Love the way Ama cares before you even ask for help. Curious how she figures out the right moments to step in. Congrats on shipping this!

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@alia_soni1 Thank you Alia, it's based on your patterns of behaviors that she learns from your chats with her and connected data.

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this is great to see the team come as far at they have. real excited to see what's next. not everyone has the means for a coach so it's gonna help the next wave of founders seriously level up

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@harrison_telyan Thank you, Harrison, we’ll be happy to keep you posted. I agree with you point, moreover for us, it’s not just about affordability: a human coach is often available for 30 minutes every couple of weeks, while Ama is always there, on demand, and fully tailored to each founder’s patterns and needs.

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Congrats @carolina_d_alessandro and AMA team on your launch!
When are you planning to go live? I've already joined your wait list by the way.

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@ihsany Hi Ihsan, thank you for your feedback! We were live already, unfortunately we got 300 people trying it all at once and we weren't able to provide the service as we wanted to. We are already working to do our best and be live again soon!

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Congratulations on the launch 🎉 🎉 🎉

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@shubham_pratap Thank you very much Shubham! Can't wait for your launch too!

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Really impressed by this.
Quick question: once I get the agent, how does the setup work in practice? And how do you improve my health?

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@wazzinho Thanks so much Tommaso!

The agent will be integrated directly into your WhatsApp, so you can use it anytime without needing a separate app. Once you get it, you’ll receive a short onboarding message that guides you through the setup, it takes less than a minute.

As for health improvements: in the next update, you’ll be able to connect your wearables so the agent can merge your activity, sleep, and recovery data. This allows it to give you more accurate insights and help you build healthier routines over time.

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Really like the proactive angle here. Most founder tools focus on productivity, but almost none focus on well-being in a meaningful way. Excited to see how Ama evolves.

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@aqib_niazi Thank you for your feedback Aquib, I really appreciate it!

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#18
Deposure
Production & development gateway
87
一句话介绍:Deposure是一款开发隧道工具,通过为本地服务提供即时、稳定的公共URL,解决了开发者在远程测试、Webhook调试和原型演示时需要复杂配置和部署的痛点。
Internet of Things SaaS Developer Tools
开发工具 内网穿透 远程测试 Webhook调试 本地开发 API隧道 开发者体验 ngrok替代 团队协作 原型演示
用户评论摘要:用户认可其快速创建API、本地测试Webhook的核心价值,关注其对WebSocket实时数据流的支持。技术细节上,用户询问了网络切换时的连接稳定性和URL永久性问题,官方确认URL永久且正开发自动重连功能。更新公告提及的全球节点部署获好评。
AI 锐评

Deposure切入的是开发工具链中一个经典但未被完美解决的缝隙:将本地开发环境安全、便捷地暴露给外部网络。其宣称的“更快、更顺滑”直指行业标杆ngrok的固有痛点——配置复杂与连接稳定性。从评论看,其“即时Live API”与“本地测试Webhook”的核心卖点确实击中了开发者“轻量、快速”的即时需求。

然而,其真正的挑战与价值远不止于“更好的ngrok”。第一层价值在于**简化工作流**,它试图将反向代理、隧道安全、域名管理等一系列分散的运维负担打包成一个开箱即用的服务,降低认知与操作成本。第二层,也是更具野心的价值,在于**成为开发与协作的网关**。从团队协作标语到规划中的“替代CDN模块”可以看出,其愿景是模糊本地开发与云端部署的边界,让“分享”和“交付”的环节提前并贯穿整个开发周期。

但风险同样明显。技术层面,用户对WebSocket、网络鲁棒性的追问,暴露了在复杂真实场景下,稳定性和协议支持将是这类工具的生死线。商业层面,它处于一个微妙的位置:对个人开发者,它是便利工具;对小团队,它可能是协作节点;但其永久免费模式能否支撑全球高性能基础设施的投入存疑。最终,它的成功将不取决于比ngrok快几毫秒,而在于能否围绕“开发网关”构建一个不可替代的、粘性足够的开发者工作场景,并在此中找到可持续的商业模式。目前看来,它抓住了正确的痛点,但通往“生产与开发网关”的征途才刚刚开始。

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Deposure
Accelerate your development. Empower your teams. Deliver excellence with confidence.

Wow, Deposure is awesome! Instant live APIs with no config? Seriously cool. Im curious, does it support websockets for real-time data streaming?

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This looks like a lifesaver for testing webhooks locally. Setting up a full reverse proxy just to catch a Stripe event is always overkill. Does the client handle auto-reconnects gracefully if my local network drops (like switching Wi-Fi), or does the public URL change every time the session breaks?

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@govindsajit Hi, Our development team is currently working on implementing an automatic recovery feature. Please note that the public URL never changes — each application receives a unique, permanent URL at the moment it is created. Additionally, you can use a custom domain if needed.
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🚀 Big update from the Deposure team! We’ve been working super hard behind the scenes, and today we’re thrilled to finally share what’s new with Deposure — your go-to tunneling and sharing platform (think ngrok, but faster, smoother, and more developer-friendly 😉). Over the past few months, we’ve listened to tons of user feedback and invested heavily in improving our global infrastructure. We’re excited to announce that we’ve launched new high-performance servers in the United States, Australia, Asia, and Europe 🌎. This means significantly faster connection times, lower latency, and a more stable overall experience for developers around the world. Whether you’re sharing your local web app for testing, showing a prototype to a client, or running a quick webhook endpoint — Deposure is now optimized to deliver consistent performance no matter where you are. But that’s just the beginning. We’ve also spent a lot of time refining the platform and user interface. The new UI is cleaner, more intuitive, and built to help you focus on what really matters — your project. Navigation is smoother, settings are easier to access, and we’ve added more configuration options so you can tailor your tunnels exactly the way you need them. From custom subdomains and connection parameters to new monitoring and security features — everything’s designed to make Deposure as flexible as possible. Under the hood, we’ve completely reworked the client to make it more lightweight, efficient, and reliable. The latest version runs faster, consumes less memory, and maintains a 99% stable connection rate, even during peak hours or under heavy load. This was one of our top priorities, and we’re really proud of how much more resilient and responsive the system has become. We truly believe this update takes Deposure to a whole new level — not just as an alternative to tools like ngrok, but as a platform that puts performance, simplicity, and developer experience first. As always, we’d love to hear your feedback, suggestions, and ideas for what we should improve next. Every comment helps us make Deposure better for everyone. Thank you for being part of this journey and for supporting us here on Product Hunt! ❤️ Let’s build something amazing together. — The Deposure Team 🚀
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@xion3 Nice that you’re thinking globally. Makes remote testing across regions way easier

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Hello, so i dont have to host on render or vercel?! Count me in! Could u please tell me 1 KEY part of this app

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@javlonbek_shodmonov Hi, currently Deposure works like ngrok, meaning you need to run the client locally to expose your service to a public URL. However, we’re working on an Alternative CDN module that will allow hosting apps without using your own computer or local client in the future.

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#19
ZeroHz
Lofi music + ambient sounds + timer that lives on your Mac
81
一句话介绍:一款常驻Mac菜单栏的极简工具,通过一键播放精心挑选的Lofi音乐和环境音,并集成专注计时器,解决了用户在寻找“合适”专注背景音时容易分心、打断工作心流的痛点。
Productivity Time Tracking Menu Bar Apps
菜单栏应用 专注工具 白噪音 Lofi音乐 番茄钟 生产力 深潜工作 Mac软件 音景混合 一次性付费
用户评论摘要:用户反馈积极,认可核心功能组合。有效评论集中于产品策略与功能细节:建议延长免费期以获取用户;询问环境音是否支持自由混音(开发者确认可独立调节混合);希望看到界面截图(已补充演示视频)。
AI 锐评

ZeroHz的价值不在于技术创新,而在于对“专注前戏”的精准狙击与场景封装。它本质上是一个“功能缝合怪”,将流媒体音乐、白噪音应用和计时器打包,但其真正的犀利之处在于两点:一是**物理入口的轻量化**,将功能压入菜单栏,实现了“一键启动,零决策成本”,这直击了用户在YouTube或Spotify中无尽浏览、选择瘫痪的痛点;二是**商业模式的逆向操作**,在SaaS当道的时代采用“2小时免费+终身买断”制,看似保守,实则精准筛选了高意愿的深度专注用户,降低了用户的长期付费焦虑和心理门槛。

然而,其天花板也清晰可见。产品深度依赖“Lofi”等现有内容品类,功能护城河较浅,易被模仿。其“终身制”虽具吸引力,但可能限制长期收入与内容更新动力。用户提出“自由混音”的需求,恰恰暴露了其作为“封装方案”的局限性——用户最终渴望的仍是个性化控制。它更像一个优雅的“过渡方案”,解决了从“分心”到“专注”的启动摩擦,但能否成为用户不可替代的“专注中枢”,取决于其后续能否从“预设套件”进化成可扩展的“专注操作系统”,例如引入用户生成内容、智能音景适配或跨设备同步。当前,它是一个解决特定痒点的精致工具,但离一个持久的平台还相距甚远。

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ZeroHz
Stop losing focus to YouTube rabbit holes. ZeroHz lives in your Mac menu bar with curated lofi music, 12 ambient sounds, and a built-in timer. Get 4 hours of deep work before lunch—no account needed.
Hey Product Hunt 👋 I built ZeroHz because I kept losing 20+ minutes every morning just trying to find the "right" focus playlist on Spotify or YouTube. By the time I settled on music, my flow was already broken. ZeroHz lives in your Mac menu bar. One click, lofi music + ambient sounds + timer. No tabs, no accounts, no decisions. Just press play and start your deep work session. Today's launch includes: • 12 ambient sounds (rain, waves, forest, fire…) • Curated lofi playlists, no browsing needed • Pomodoro + stopwatch timer with session tracking • 2 hours free daily, or $9.99 lifetime (use code CYODCXOA for launch discount) I'm actively improving this based on feedback. If you're a remote worker or student who struggles with the same problem, I'd love to hear your thoughts. Drop a comment below, I read everything 🙏
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@nerdmakr hi, helpful tool, great that u built it, and may i suggest u that u first make it free for around 4 months and then after getting traction make it paid with more features

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Wow, ZeroHz looks amazing! The ambient sounds + timer combo is exactly what I need. Im curious, can you mix the ambient sounds, or are they preset combos only?

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@jaydev13 Thanks Jay! Really appreciate your interest.

Yes, the ambient sounds in ZeroHz can be mixed.
You can select multiple soundscapes, adjust each volume independently, and create your own blend that fits your focus mood.

I’m also curious about your intention.
Are you looking to mix the existing sounds, or do you want to generate completely new ambient sounds yourself?
I’d love to hear what kind of sound experience you’re imagining, since your input will help shape future updates.

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Really cool! Can you include some photos of what the menu bar app looks like when installed on Mac?

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@patrickpetcejj Sure! Why not?

like this:

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@patrickpetcejj You can now see the demo video at the top!

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#20
ShowYourWork
Upload a problem, get a handwritten solution
71
一句话介绍:一款通过AI生成逼真手写解题过程的作业助手,在学生对AI辅助有隐蔽性需求的场景下,解决了“打印体答案易被识破”的痛点。
Productivity Education Artificial Intelligence
AI作业助手 手写模拟 教育科技 生成式AI 个性化学习 作业辅导 多学科支持 防检测工具
用户评论摘要:用户普遍认为产品概念“天才”,认可其解决AI作业“可信度”问题的价值。有效建议包括:进行更广泛的市场营销(因属B2C产品),以及询问AI处理复杂数学符号等细节技术问题。
AI 锐评

ShowYourWork 的本质,是AI伦理灰色地带中一款精致的“合规化”工具。它精准地切中了AI教育应用中最敏感的矛盾点:学生日益依赖AI辅助与教育者对学术诚信的审查。产品的真正价值不在于“解题”——这是众多AI工具已实现的基础功能——而在于其“拟真”层,即通过手写体输出和个性化模仿,为AI生成内容披上了一层“人类劳动”的伪装。

这引发了一个尖锐的悖论:它一方面以提升“真实性”为卖点,另一方面却在系统性地削弱作业作为学习过程反馈的真实性。其引以为傲的“手写模仿”功能,将技术从“辅助学习”的工具,推向了“代笔伪造”的深渊,可能从根本上腐蚀教育评估的根基。

从产品逻辑看,它聪明地捕捉了市场缝隙,技术集成度较高。但其商业模式建立在迎合用户(学生)规避审查的需求上,这使其面临巨大的政策与道德风险。一旦教育机构普遍将其视为学术不端工具并加以封禁,其增长将瞬间触顶。长远看,若其能将“生成手写解题步骤”的能力转向“生成个性化练习题目”或“模拟教师批改反馈”,或许能向更积极的“辅助学习”方向转型,否则,它只是一款在监管到来前快速收割需求的投机产品,其“桥梁”作用,连接的可能是捷径与歧途。

查看原始信息
ShowYourWork
AI homework solver that outputs realistic handwritten solutions. Upload a photo or type any problem → get it solved in seconds → download a handwritten solution. Features: - Train the AI on YOUR handwriting (upload 3 samples) - Choose styles: Cursive, Print, Messy, Neat - Paper types: Lined, Graph, Plain - Show full work or final answer only - Grading mode with red-ink feedback Built because typed AI answers look suspicious. Handwritten ones don't.

Hey Product Hunt! 👋

Super excited (and nervous) to share my first-ever app with you all.

The backstory:

I kept seeing students use ChatGPT for homework help, but the problem was obvious: typed answers

look nothing like handwritten work. Teachers can spot it instantly. So I thought: what if AI could

solve problems AND make them look handwritten?

That's ShowYourWork.

What it does:

You upload a photo of a homework problem (or just type it in), pick your subject, and the AI

generates a fully worked-out solution that looks like someone actually wrote it by hand. Lined

paper, messy handwriting, the whole thing.

The feature I'm most proud of:

Custom handwriting training. You can upload 3 samples of your own handwriting, and the AI learns to

mimic YOUR style. The output actually looks like you wrote it. It's a little scary how well it

works.

How I built it:

I'm not a traditional developer. I vibecoded this entire thing, designed the features, wrote

prompts, and iterated with AI assistance. Three months ago, I had never built an app. Now I'm launching

on Product Hunt. Still processing that.

What's included:

  • Web app + mobile (iOS/Android)

  • Multiple subjects: Math, Physics, Chemistry, Biology, CS, English, History

  • Handwriting styles: Cursive, Print, Messy, Neat, or your own

  • Paper types: Lined, Graph, Plain

  • Detail levels: Show all work or just the final answer

  • Grading mode: Upload completed homework and get teacher-style feedback with red ink marks

Why I think it matters:

AI homework help exists everywhere now. But most of it outputs sterile, typed text that's

immediately recognizable. ShowYourWork bridges that gap; it's an AI assistance that actually fits into

the real world of paper assignments and handwritten work.

I'd love your feedback on:

  • The handwriting realism (does it actually look convincing?)

  • Features you'd want to see next

  • Pricing thoughts, I currently have 3 paid plans

This is my first launch ever, so I'll be here all day answering questions. Roast me, praise me, ask

me anything.

Let's go! 🚀

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@gboyega_ofi hello, honestly speaking this is a great app, it is also built for all major platforms!!!

I would suggest u to upload it everywhere and even targeted marketing, because your product is B2C and not i think B2B

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Okay, WOW! ShowYourWork is genius! The handwriting style options are such a smart way to make AI more believable. How does the AI handle complex equations with lots of symbols when mimicking specific handwriting?

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