PH热榜 | 2025-12-15

一句话介绍：Unloop是一款视觉化模式映射工具，帮助ADHD及神经多样性人群在陷入心理困境时，通过可视化触发点、思维、情绪和行为的循环，识别并设计微小实验来打破固有模式。

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Health & Fitness Productivity Quantified Self

心理健康应用神经多样性辅助工具可视化思维映射认知行为模式分析 ADHD自我管理数字疗法行为实验设计情绪触发点追踪 AI心理教练自我反思工具

用户评论摘要：用户普遍认可产品解决“过度思考、焦虑循环”痛点的价值，赞赏其可视化与框架设计。有效建议包括：增加模式重复的周期图表追踪、深化数据集成（如智能手表生物数据）、明确与传统治疗的互补关系。创始人积极回应，透露高级洞察与设备集成已在规划。

AI 锐评

Unloop的实质，是将认知行为疗法（CBT）和功能分析（Functional Analysis）进行了一次成功的“可视化产品化”包装。它没有发明新理论，而是精准捕捉到了一个关键的用户体验断层：传统日记或线性记录难以揭示非线性的、循环的心理模式，而这正是神经多样性群体（如ADHD）的核心困扰之一。

其真正价值在于三点：第一，**“去病理化”的叙事**。创始人提出的“No shame. Just variables.”以及“不是我有问题，而是我运行着某个循环”的框架，将自我批判转化为客观观察，这本身具有强大的心理干预作用。第二，**降低了模式识别的认知负荷**。通过拖拽画布和结构化节点，将内省的抽象过程变得具象可操作，契合了视觉学习者和思维发散者的需求。第三，**AI的定位相对克制**。从回复看，其AI并非提供通用建议，而是作为“模式教练”通过提问引导用户自我发现，这避免了心理健康领域AI常陷入的“空洞建议”陷阱，更侧重于辅助洞察生成。

然而，其挑战同样明显。产品的有效性高度依赖于用户的持续自我记录与反思动力，这恰恰是目标用户（如ADHD）可能匮乏的。评论中关于“追踪图表”和“设备集成”的建议，正指向了如何从依赖主动记录转向被动数据补充，以维持参与度。此外，它游走在“自我管理工具”与“治疗辅助工具”的边界，创始人需谨慎界定其范围，避免用户将其完全替代专业治疗。若其能成功构建用户从“看见模式”到“实验验证”再到“获得正向反馈”的闭环，它将不仅仅是一个记录工具，而可能成为一个有效的行为改变平台。

查看原始信息 ▼

Unloop

Unloop is a visual pattern mapping tool that helps you see the triggers, thoughts, emotions, and behaviors that keep you stuck. Map it out. Spot the loop. Let AI surface what you missed. Design tiny experiments to interrupt it. No prescriptions. No generic advice. Just your patterns, made visible.

Hey PH! Dana here, founder of Unloop.

I spent years trying to "fix myself" - one thing at a time.

The anxiety. The procrastination. The overthinking. I'd work on one, feel better, then watch it show up somewhere else. Like whack-a-mole with my own brain.

The shift happened when I stopped trying to fix and started mapping. I drew out what was actually happening: the trigger, the thought spiral, the behavior, the result. And suddenly I saw it - not as "I'm broken" but as "here's the loop I'm running. Here are the variables."

That reframe changed everything.

Unloop is a visual canvas where you map your patterns, see the loops, and design tiny experiments to shift them.

No shame. Just variables.

Would love feedback from anyone who thinks visually and still feels stuck despite trying every app out there. What would make this actually useful for you?

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@dana_r Congrats! Really resonates, curious how you see Unloop complementing vs. potentially replacing parts of traditional therapy, especially for people doing self-reflection between sessions?

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@dana_r I really like your video and the idea behind it! I think a lot of people have these feelings nowadays. Could you please share what you used to make the video?

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I tried it out, and it's nice (incl. your website design). Suggestions

Add multiple select options.
There should be a daily/weekly/monthly tracker to see how and when the patterns are repeated, maybe with charts

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@chilarai Thanks for trying it Chilarai!

The multiple choice flow is just the entry point - once you are in, there's templates, custom nodes, free-form building. Full flexibility.
Pattern logging exists! Web or mobile. Weekly digest with insights (From patterns logging and experiments) is coming for premium.

Let me know how it goes 🙏

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Looks awesome!!! 😎 Congratulations 👏🏻 🎉 👏🏻 🎉 👏🏻 🎉 👏🏻

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@madalina_barbu Thank you so much Madalina! 🙏

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Cool video! Who did create it? :)

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also: beautiful website and onboarding process through questions :)

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The problem Unloop tackles is incredibly meaningful.

I took the assessment and it really clicked for me: anxiety operates in patterns. Unloop helps you see the loop so you can finally break it. Truly believe it is going to help a lot of people❤️Try it for yourself!

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Good stuff! Curious - after the initial assessment, will the user continue giving updates to keep the tracking and mapping fresh or you get to integrate this with a daily device e.g smartwatch with EKG monitoring etc or both?

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@tade_odunlami Thanks so much Tade! Right now after the assessment you get to discover hidden connections with our X-ray feature, then work through insights with the Pattern Coach (AI that asks questions, not prescriptions).

From there you can log when patterns show up as well as track your experiments - on web or through our mobile logging app.

Device integration (HRV, sleep data) is on the roadmap.

What kind of data would be most useful to you?

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To solve a problem, you should first identify the problem and unloop does this very well. Also the drag and drop canvas is very intuitive.

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@anishsharma Exactly - can't fix what you can't see. Thanks Anish! 🙏

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Great idea and a great product! Definitely we're over-stimulated and overmedicated today. While something like mindfulness might suite some, definitely a more technical alternative is also needed!

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@avloss Exactly - a more technical alternative to "just meditate" 😅 Thanks Anton !

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Wow, Unloop looks amazing! The visual mapping aspect really resonates with my ADHD brain. Curious how the AI surfaces missed patterns – does it prioritize certain types of loops?

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@jaydev13 Thanks Jay! The AI surfaces patterns through X-ray insights (deep pattern analysis), a pattern coach that remembers your history, and blind spot detection when you're stuck. It prioritizes based on what you've shared and where you seem to get stuck most.

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Hope this gets mainstream.

Nothing to add, insanely great job on the framework and design 👏🏻

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@pasha_tseluyko Thank you Pavel! That means a lot 🙏

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This is a really big job! I liked how everything is thought out, from every visual detail to how it actually works! 👏🏻
Even during onboarding, before the loop detected, I was already able to come up with a solution to my problem because the right questions were asked

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@vadim_archugov "Right questions were asked" - that's the whole goal. The answers are already in you, just need the right prompts to surface them. Thanks for the kind words Vadim! 🙏

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I like that this makes things visual. That has a nice advantage over journaling, where you don't necessarily see the relationships between the situations, thoughts, feelings, results, and most importantly -- the loop!

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@tori_seidenstein Exactly - journaling is great but it's linear and hard to spot recurring loops that run as an undercurrent in our lives. Once you see it visually, you can't unsee it - and you can start playing with the variables. Thanks for getting it 🙏

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My ADHD is so bad I barely read the description, but it did end up pulling me in!

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@thecarguy Haha the ADHD test passed then 😄 Glad it pulled you in!

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Really great work👏👏👏

Curious to know what tools were used to design the website.

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@avhijit_nair Thanks! Figma for design, Rive for most landing page animations & Framer motion

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What a brilliant idea. Some many times I need something to break the cycle. I’m really keen on mental health apps, but it’s rare you see original ideas.

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@luke_glover Thanks so much Luke! "Original ideas in mental health" means a lot. Hope it helps 🙏

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Brilliant shift from "fixing" to "mapping." The neuroscience is solid - external visualization of internal loops is exactly what ADHD brains need. Key question: How does Unloop integrate with existing journaling/therapy tools? And are you planning enterprise licensing for mental health platforms? This could be game-changing for therapists managing multiple clients.

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@imraju Thanks Raju! For therapists/Coaches - we have a Partner Program for professionals. collaborative features, practice workspace, and directory are on the roadmap. Founding partners get to shape what we build.

Check it out: unloop.so/professionals

Would love your input on what would make it useful for multi-client workflows.

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ADHD-ish brain here. I’ve sketched loops in a notebook—this hits. Curious how you handle messy, overlapping triggers and if the AI flags blind spots without getting preachy. Tiny experiments vibe feels doable. Saving to try on my Sunday reset.

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@alexcloudstar Hey Alex, glad this resonates!

Yes messy overlapping triggers are expected - canvas lets you connect any node to multiple others. Real patterns aren't linear.

AI flags blind spots through questions only - no "you should do X." Just asks things like "what are you protecting yourself from?" and you decide if it lands (Only then does it get integrated into the pattern canvas)

Let me know how Sunday goes - happy to help if questions come up 🙏

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Hi @dana_r - Any anecdotes / personal experiences / problems that you might want to share that you solved using this? How are you using this? Any blog that i could read up about this?

Thanks!

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@anurag_kurle The short version: I kept working on anxiety, procrastination, overthinking separately - but they were all connected. Mapping it showed me they were one loop intertwined with shame, not three separate problems.

Actually we do have a learning center at unloop.so/learn - deep dives on ADHD pattern mapping, the anxiety spiral, RSD, burnout loops, and more. Check out "Stuck Points Are Discoveries" and "The Experiment Mindset" if you want the philosophy behind it.

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Hey Dana, whack-a-mole with my own brain” yeah, that’s painfully relatable. I love that you pinpointed the shift as going from fixing to mapping. I’m curious about that first time you actually drew it out, do you remember what loop you were looking at?

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@vouchy Hey Van, really great question!

The first one that had a big impact was the procrastination → shame spiral. I kept "fixing" the procrastination but the shame was the actual loop. Once I mapped it visually I saw I was solving the wrong problem.

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一句话介绍：ManyPI是一款将任意网站快速转化为类型安全API的工具，通过自然语言或JSON指令提取数据，解决了开发者在数据采集、RAG管道构建等场景中需手动编写和维护爬虫的痛点。

API Developer Tools Artificial Intelligence

网页转API 无代码爬虫数据提取 RAG管道类型安全自然语言处理自动化数据采集内容聚合研究工具 SaaS

用户评论摘要：用户普遍认可其核心价值，关注点集中于：对抗反爬机制（如Cloudflare、验证码）的能力、处理JavaScript渲染页面的效果、是否支持需登录/付费墙的内容、数据延迟问题、定价模式及合规性风险。开发者回应已部署多项防检测技术，暂不支持认证内容但已列入高优先级路线图。

AI 锐评

ManyPI的本质，是将非结构化的网页数据流，封装成结构化的API数据服务。其真正的创新不在于“爬取”技术本身，而在于提供了一个“抽象层”和“合规缓冲带”。通过自然语言交互和JSON-Schema定义，它降低了数据提取的操作门槛，瞄准了那些有数据需求但缺乏爬虫工程能力的研究员、分析师和产品团队。

然而，其商业模式面临一个根本性的“合规悖论”。产品试图在“完全公开数据”的狭窄通道中航行，但高价值数据往往存在于有反爬措施或明确禁止条款的站点。评论中暴露的风险评估机制过于保守，已阻碍了实用性，而计划中的“自动解析网站服务条款”方案，在法律层面仍充满模糊性和风险，仅是技术团队对复杂法律问题的简化想象。

其技术叙事强调“防检测”和“非机器人特征”，这更像是一场与网站安全团队不断升级的军备竞赛，而非一劳永逸的解决方案。长期稳定性和成功率存疑。产品最大的价值或许在于为那些短暂、小规模、对实时性要求不高的数据需求提供快速原型服务，例如一次性研究或竞品分析。但对于需要稳定、大批量、低延迟数据管道的企业级需求，依赖一个处于法律灰色地带的第三方服务，其可持续性是一个巨大的问号。它更像是一个精巧的“数据胶水”，而非坚固的“数据基石”。

查看原始信息 ▼

ManyPI

Convert any website into a clean, type-safe API. Use natural-language or JSON-schema prompts to extract data and get usable JSON output for RAG pipelines, sales, content aggregation, or research.

Hi folks,

ManyPI has just launched, and whether it’s praise, criticism, or suggestions for improvement: Share anything that comes to mind. Also, redeem code “PHBONUS” on the billing page to get 40k extra credits. Valid until Xmas. ;)

Best,
Ole

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@olemai Hello Ole Mai, My name is Stephen. I am a Website and Application developer and also a Social media manager.

I am seeking for an intern or junior role in your business. I don't mind not getting paid as I'm more interested in acquiring practical real world experience than I am in finance.

Unconventional as it may seem, can I get such an opportunity from Many Pi? I promise you would smile back at this decision because I'm a hard-worker and I learn really fast.

You can check out my portfolio https://stevemedia853.wixsite.co...

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Good stuff 👍, the ability to turn any website into API is very helpful.

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@anishsharma Thank you! You're very welcome to give it a try :)

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Great idea! What are some of the top use-cases you've found? Also, how do you combat captchas?

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@avloss We’ve found ManyPI to be especially useful for researchers, RAG pipelines, and sales teams (e.g., for example, turning new Product Hunt launches into a structured API) - just to name a few. :)

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Really Nice. Very useful, and I like the fact it is user initiated, so it may not appear to websites as a bot. I like the clean interface too. How are you handling scraper blockers? And is my assumption correct that it doesn't appear as a bot to websites?

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@tade_odunlami That is also what I'm worried about. if that leads to the account be banned, then it would be somewhat counterproductive.

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@tade_odunlami Thank you for your questions.

We have several technical measures in place to significantly reduce the likelihood of being flagged as a bot. These include fingerprinting, intelligent rate limiting, proxies, and additional safeguards.
So far, we are not aware of ManyPI ever being flagged as a bot by a website. That said, this does not mean it can never happen. We continuously work on keeping ManyPI’s stealth, integrity and reliability top-notch.

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Wow, ManyPI is genius! The natural language prompting is seriously next level. How well does it handle websites with complex JavaScript rendering for scraping dynamic data?

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@jaydev13 ManyPI handles JavaScript rendering as well as pagination (e.g., load on scroll).

Feel free to give it a try. :)

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I've got a folder of dead scrapers. If this stays stable when HTML changes, I'm in. Type-safe + JSON-schema prompts sound nice for RAG. Curious about rate limits and login walls. I'll try the PHBONUS code tonight.

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@alexcloudstar HTML changes are handled automatically by ManyPI, and the same applies to JavaScript rendering. Rate limits may change over time as we continue to optimize our network and protect users from bot detection (in addition to smart anti–bot-detection measures).

Support for authentication layers is on our roadmap. Due to high user demand, this feature has been moved to high priority! :)

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Amazing! These can open many doors

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@miguel_duque Definitely!

Feel free to try us out anytime you like. :)

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Nice idea! Is there any chance that Cloudflare will block the scraper?

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@zakiah_hashim

So far, we’ve been able to avoid Cloudflare blocks. While a 100% success rate can’t be guaranteed, we’re not aware of any cases where our scraping engines have been blocked by target sites yet. This is thanks to the many sophisticated technical measures we’ve put in place to reliably prevent bot flagging.

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Very interesting idea! What is the most popular scenarios for using ManyPI from your side?

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@cruise_chen Academic research, internal database construction, competitor analysis, content planning, identification of SEO content gaps, creation of structured training data for fine-tuning AI models, and the implementation of RAG pipelines - a few scenarios where using ManyPI makes sense. :)

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Dead-simple API with reliable async polling and good support for JS-rendered pages. Integration was straightforward and fit cleanly into our existing pipeline.

How does ManyPI handle paywalled or authenticated content? Do users need first-party APIs or credentials for those platforms, or are only publicly delivered pages supported?
Overall, a solid tool.

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@popefhysx For now, in order to avoid unlawful use, ManyPI only supports pages that are public and not behind any auth- or paywalls. If this is a strongly needed feature, I can take it on the roadmap.

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Like it! Cool idea, i will try!

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@nikita_40in Thank you! Quick reminder that "PHBONUS" gives you 40k bonus credits to better try out ManyPI. Let me know what you think about the service. :)

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The abstraction layer here is smart - turning web scraping into API calls via NLP is clean. Perfect for data pipelines without maintaining scrapers. Key questions: How's the latency compared to direct scraping? What's your compliance strategy around website terms of service? Also, API pricing model - usage-based or flat? Enterprise buyers will ask about SLAs.

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@imraju Thank you for the kind words and questions.

The duration of the scraping process depends heavily on the target website. Simple websites typically take around 5–15 seconds from run initiation to returning structured output data. Larger, data-heavy, or technically challenging websites may take up to 30 seconds to complete. We are continuously working on reducing execution times, as this is one of our main priorities.
We maintain a list of websites that are not allowed to be scraped. During the API creation process, our AI performs a risk assessment based on factors such as the website’s terms and the type of data requested (e.g., personal data). If a request is classified as medium risk, the user must confirm that they have written consent from the website owner to run a ManyPI scraper. If a request is classified as high risk, it is automatically blocked and requires manual review by a team member. In that case, we will request additional documentation (such as written consent) and an e-signature from the user before approving the API.
Regarding pricing, we offer a flat monthly fee that includes a monthly credit allowance. Additional credits can be purchased as add-ons and are valid for one year from the date of purchase.

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Amazing.
1. Where are the created APIs hosted or do you let them download it?

What if I need to edit my API manually or connect to db?
Which language is the API generated in?

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@chilarai

APIs and scraped data records are stored in EU data centers.
You can edit the API (name, website and JSON schema) by clicking the three dots in the bottom-right corner of the scraper card and selecting “Edit.”

If you need further customization, please let me know. I’d be happy to add it to the roadmap.

The API is JavaScript-based.

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Does it work with platforms behind required authentication? (Like linkedin)

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@pasha_tseluyko At the moment, ManyPI works reliably on public web pages. Support for content behind authentication layers is planned and already on our roadmap.

LinkedIn is a special case: the platform hosts a large amount of personal data and is known for enforcing particularly strict rules against automated data extraction. We are exploring approaches to data extraction that remain fully compliant with LinkedIn’s Terms of Service; these are still under development and will most likely need to be client-side–based.

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I fail to see the use of this, because any site that has useful information either does not permit scraping or already has a public api. I tried various sites and all were blocked by your risk assessment, which I find weird because you ask if we have permission from the website to scrape beforehand.

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@filblack Regarding use cases: During beta testing, we observed that researchers and PhD students primarily used our service to extract public data from publicly accessible sources (for example, government websites) that do not provide an API.

Additional use cases include the creation of datasets for AI fine-tuning, the implementation of RAG pipelines (more to come here soon), building internal databases, among others.

Regarding the risk levels: I agree that our current risk assessment is overly conservative. We did that to prevent unlawful usw. Yet we actively work on a fix, allowing for a wider range of sites to be scraped, and expect to release it soon.

The update will automatically detect and analyze the Terms of Service of the requested website. If the ToS does not explicitly prohibit scraping, we will lower the risk score, as scraping publicly available data is generally seen as permitted.

However, websites that explicitly restrict scraping and primarily contain personal data (for example, LinkedIn) will remain blocked/limited.

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一句话介绍：Syllaby是一款集AI创意、脚本生成、视频制作与发布于一体的全流程视频创作工具，专为内容创作者设计，通过自动化趋势挖掘与无出镜视频制作，解决从灵感到发布耗时耗力的核心痛点，尤其适合社媒运营、个人创业者及小型团队高效产出专业级视频内容。

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SaaS Artificial Intelligence Social media marketing

AI视频生成内容创作工具社交媒体营销无出镜视频脚本自动生成多平台发布趋势分析效率工具创作者经济自动化工作流

用户评论摘要：用户肯定其“无出镜”创作和全流程效率，关注趋势数据准确性、与竞品（如Synthesia）的差异及API开放计划。部分反馈网站存在不稳定问题。开发者回应称其优势在于工作流前端（创意与脚本），并确认API已在规划中。

AI 锐评

Syllaby V3.0 宣称是“一体化AI视频工作室”，其真正价值不在于单一功能的突破，而在于试图重构内容创作的工作流比例。传统模式下，创作者70%时间消耗在策划与寻找热点上，Syllaby的核心赌注是：通过实时趋势数据抓取与脚本自动化，将这部分成本压缩到极致，让用户精力聚焦于执行与分发。这直击了广大中小创作者及营销机构的核心焦虑——持续产出“爆款”内容的系统性能力，而非偶发性灵感。

然而，其面临的挑战同样清晰。首先，工具集成了号称能生成VEO 3和Sora 2视频的功能，这固然是营销亮点，但评论中已有人质疑此类高级AI视频模型在实际推广中的成效，暗示工具可能无法完全绕过高质量AI内容本身所需的运营投入。其次，其“防同质化”能力存疑。依赖平台实时数据固然能追热点，但也容易陷入共性模板，如何深度结合细分领域知识（Niche Audience）形成差异化，将是其算法需要证明的关键。开发者回复中强调“通过发布频率和参与持久度来衡量受众情绪”，这更像是一种结果导向的优化策略，而非深度理解。

从竞争格局看，Syllaby聪明地选择了差异化定位。它不与Synthesia、Descript等在专业编辑环节硬碰硬，而是前置到创意与规划环节，旨在成为用户内容操作系统的“中枢”。其对API和机构工作流的规划，也显示了其向B端服务、寻求规模复制的野心。但当前网站稳定性的投诉，暴露出在追求功能集成与扩张的同时，基础体验仍是不可忽视的一环。总而言之，Syllaby的价值在于提供了一个“内容流水线”的诱人蓝图，但其最终效能取决于数据洞察的深度、工作流集成的顺滑度，以及能否帮助用户建立起真正可持续的、具有品牌辨识度的内容体系，而非仅仅是批量生产热点内容的“快消品”。

查看原始信息 ▼

Syllaby V3.0

Syllaby is your all-in-one AI studio for viral video creation. Instantly turn ideas into faceless or cinematic content with trending topics, ready-to-film scripts, and studio-quality visuals. From planning to publishing, Syllaby streamlines every step—so your content stays consistent, professional, and unmistakably yours.

I built www.Syllaby.io to help you grow your social media following faster with zero content headaches. It finds what your audience wants, turns it into scroll-stopping videos, and auto-publishes everywhere, no camera, no team, no stress. It's the only AI tool to let you create, schedule, and publish VEO 3 and Sora 2 videos! Use it for lead generation, affiliate marketing, or just for fun!

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@austinarmstrong That sounds like the ultimate time-saver! Getting rid of content headaches while automatically publishing high-quality VEO 3 and Sora 2 videos is the true breakthrough for scaling content creation.

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@austinarmstrong truly great product
wishing u good luc

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@austinarmstrong Most of the time Veo 3 and Sora 2 require lot of efforts in promoting to achieve something good. how you tackle this to create the desired video.

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Syllaby’s faceless video angle is interesting. I hate being on camera. If this can spit out scripts and clips I can batch in 10 min blocks, tempting. Curious how it picks trends and keeps it from feeling same-y. Saving my Sunday scroll time if it works.

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@alexcloudstar Thank you so much — really appreciate you sharing that. And yes, the faceless angle is exactly why so many creators are finally able to stay consistent without the pressure of being on camera.

On the trends side, Syllaby pulls real‑time viral data directly from each major social platform. It’s constantly gathering what’s taking off right now, so the scripts and content ideas stay fresh instead of feeling repetitive or generic. That’s how it keeps everything from going “same‑y” while still letting you batch in quick 10‑minute blocks.

If saving your Sunday scroll time is the goal, this definitely helps you skip the rabbit hole and get straight to creating.

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Super awesome. But your website keeps becoming unresponsive and crashes.
Please check

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@chilarai Hi Thanks for the comment and upvote.💕
Website is up and running. A few updates just had to be done.
Please let us know if you are still having issues accessing our website

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The speed-to-content pipeline is the real win here. Most creators spend 70% time planning, 20% creating, 10% distributing. Syllaby flips that. Key questions: How accurate is the audience sentiment analysis across platforms? What's your retention rate for users trying Syllaby vs Synthesia/Descript? Also, API for agency partners - is that on roadmap?

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@imraju
Thank you so much for the comment and for the questions.
We intentionally designed Syllaby to compress planning time so creators spend their energy on execution and distribution.

On audience sentiment analysis:

We measure sentiment through performance. Publishing frequency, engagement durability, and repeat topic success matter more to us than raw trend velocity. That data, combined with direct user feedback, drives our recommendations.

On retention vs tools like Synthesia or Descript:

Those products excel at creation and editing. Syllaby is adopted earlier in the workflow — ideation, scripting, and planning — which leads to a different usage pattern. We see strong retention among users who publish consistently, especially solopreneurs, agencies, and small teams, because Syllaby becomes part of their weekly content operating system, not a one-off editor.

On the API for agency partners:

Yes, it's on the roadmap. We're designing it with agency workflows in mind — multi-client management, brand and niche context, and repeatable content systems. We're being intentional about how it's rolled out so it integrates cleanly with the core product and scales properly for partners.

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Getting the same error

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Congratulations on the launch 🎉 🎉 !!

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Wow! You launched v3! Quite a journey @austinarmstrong

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Wow, Syllaby looks amazing! The fact it can generate scripts from trending topics is a huge time-saver. How does the AI learn and adapt to different niche audiences over time? Super cool!

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I'd love to see a workflow builder like you do in N8N for building a pipeline to auto-generate and auto-post videos in batches. This would be very useful for short-form accounts that farm views and are focused on quantity.

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一句话介绍：Google实验室的实验性产品，利用Gemini 3 AI将用户杂乱的浏览器标签页即时重混成个性化的交互式微型应用，无需代码，旨在解决多标签页场景下的信息过载与任务组织难题。

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Productivity Artificial Intelligence No-Code

AI应用生成浏览器生产力工具无代码开发个性化网页应用标签页管理 Google实验室实验项目智能信息重组意图驱动计算交互式学习工具任务规划助手

用户评论摘要：用户普遍认为其展现了浏览器的未来形态，从管理标签转向意图驱动的临时应用。主要问题与建议集中在：数据隐私（数据处理位置）、生成应用的保存与分享功能、对动态内容标签（如实时比分）的处理能力，以及期待分享功能未来被优先开发。

AI 锐评

GenTabs in Disco 绝非一个简单的标签页整理工具，它是一次对浏览器本质的激进实验：试图将“浏览”这一被动、线性的信息消费行为，重构为以用户意图为中心的、主动的“应用构建”行为。其真正价值不在于整理了多少标签，而在于通过AI作为“翻译层”，将碎片化的网页内容（原始材料）与用户模糊的目标（意图）进行编译，生成一个动态、交互、服务于单一场景的临时性应用。

这直指两个深层痛点：一是信息过载时代，人的认知负荷已从“获取信息”转向“组织与合成信息”，GenTabs试图将这部分负荷外包给AI；二是传统软件（即使是SaaS）的通用性与个人具体工作流之间存在永恒鸿沟，它试图用即时生成的、一次性的微型应用来填补。其愿景是让网络从“可读”变为“可计算”、“可重组”。

然而，其实验性也暴露了根本性挑战。首先，它重度依赖Gemini对开放网页内容的理解与逻辑重组能力，其输出的“应用”的可靠性、准确性与深度存疑，可能更适用于信息聚合与展示，而非复杂决策。其次，它触及了敏感的数据边界——将个人全部标签页内容发送至云端AI进行处理，隐私与安全顾虑是其规模化必须跨越的门槛。最后，其商业模式与生态位模糊：是Chrome的未来功能？还是一个独立平台？生成的“应用”若无法有效保存、分享或迭代，其效用和粘性将大打折扣。

本质上，GenTabs是Google“AI即操作系统”理念在微观层面的预演。它不一定能成功取代标签页，但它成功地向我们揭示了一种后App时代的人机交互可能：未来我们或许不再寻找和安装应用，而是通过自然语言，命令AI即时组装当下所需的功能界面。

查看原始信息 ▼

Google GenTabs in Disco

GenTabs in Disco is Google Lab's newest experiment. GenTabs uses Gemini 3, turns messy browsing into custom mini-apps. It understands your open tabs and tasks, remixes them to generate interactive, personalized web applications that help you plan, learn, and create without writing a line of code.

Excited to hunt Google's GenTabs in Disco... the future of adaptive browsing.

What’s the product?

Disco is Google Labs’ new experimental space to explore generative AI for the web. Its first feature, GenTabs, uses Gemini 3 to transform your open tabs into fully custom, interactive apps—instantly and with no code.

The problem

Modern browsing is messy. Researching anything... planning a trip, learning a topic, comparing options... quickly becomes a jungle of 20+ open tabs, scattered notes and lost context.

The solution

GenTabs proactively understands your open tabs and your goal, then remixes them into personalized apps that help you complete the task faster and more intuitively. Just describe what you need, refine it in natural language, and GenTabs builds it.

Who it's for + use cases

Anyone who juggles lots of tabs or research:

Students exploring topics
Travelers planning itineraries
Parents helping kids learn
Hobbyists organizing projects
Professionals comparing tools, products or data

Anyone who wants the web to work with them, not against them.

Examples early testers have created:

A solar system explorer
A Japan cherry-blossom trip planner
A weekly meal planner
A personal garden layout tool

Key features & benefits

AI-generated custom apps based on your exact tabs and goal
No coding needed... refine everything with natural language
Context-aware suggestions for apps you didn’t even think to ask for
Direct links back to original sites so the source is always transparent
Adaptive workflows that evolve as your task evolves
Faster, clearer thinking by turning tab chaos into structured tools

Why it’s different

GenTabs doesn't just summarize the web it reconstructs it around your intent. It turns raw browsing activity into functional, dynamic applications designed uniquely for you. It’s not searching the web differently; it’s experience-building on top of the web itself.

GenTabs is rolling out through Disco starting with macOS >> labs.google/disco

This is an early experiment, and your feedback will shape what comes next. We asked the Google team about sharing these custom apps; it isn’t supported yet, but they mentioned it may be added in the future.

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@alexainslie is from the Maker team. Now added to the listing. :)

I asked Google team if we would be able to share these custom web apps. They responded the team may prioritise if that’s what Disco testers get excited about.

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This kind of gives the glimpse of the future of the internet… personalisation at scale for LLMs, apps, browsers, etc.

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interesting!

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Omg that's what I needed for my life! 😅

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Tab hell here. If GenTabs can turn my 30 open tabs into a simple planner or study guide, I’m listening. How’s tab data handled—local or sent to Gemini? And can I save/share the mini app after? Could be clutch for trip planning and cleaning up docs.

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This feels less like a feature and more like a new browsing mental model, shifting from managing tabs to thinking in intent-based, temporary apps. Curious to see if this becomes a new default way we organize knowledge on the web.

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Wow, Google Labs looks amazing! GenTabs in Disco turning my tab chaos into mini-apps is genius. How does it handle tabs with constantly updating content like live sports scores?

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一句话介绍：Lyra是一款Chrome扩展，通过在Google Calendar会议前自动进行实时网络研究，生成包含参会者背景和公司动态的简报，解决了专业人士在密集会议间隙临时突击搜索、缺乏准备的核心痛点。

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Chrome Extensions Productivity Artificial Intelligence

会议效率工具 Chrome扩展智能日历助手自动化背景研究销售赋能 AI智能体实时信息聚合谷歌日历集成

用户评论摘要：用户普遍认可其解决“会前慌乱搜索”痛点的价值，赞赏实时网络爬取而非静态数据库的模式。主要问题与建议集中在：与Zoom/Google Meet等会议平台的集成深度、对付费墙内容的处理能力、面向中端市场及企业的定价策略，以及对信息来源可靠性的关注。

AI 锐评

Lyra的野心，远不止于一个“会前简报生成器”。其宣称的“实时AI智能体”浏览网络模式，是对传统依赖陈旧数据库的销售情报工具（如Clay、Apollo）的一次技术范式挑衅。它试图将一次性的信息检索成本，通过缓存机制，摊薄并最终构建一个动态、专有的人物与公司知识图谱，这是其深层价值所在。

然而，其模式存在几个关键拷问：首先，**技术效率与成本的平衡**。每次会议启动一个虚拟浏览器进行全网实时爬取，在响应速度与云计算成本上是否可持续？其“缓存”故事能否快速形成壁垒？其次，**信息深度与合规风险**。对于公开社交信息的自动化聚合与呈现，虽强调“链接来源”，但在隐私法规（如GDPR）日益严格的背景下，其数据处理的合规性需要更透明的阐述。最后，**产品定位的鸿沟**。它目前解决的是个人“准备焦虑”，但评论中提及的“让上下文在通话间留存”则指向团队协同与CRM集成，这是更广阔但也更复杂的战场。能否从个人效率工具，成功跃迁为企业级的情报中枢，取决于其集成能力与定价策略，目前看仍在探索初期。

总体而言，Lyra精准切入了一个高频、高痛点的场景，其技术路径颇具想象力。但其真正的考验在于，能否将这种重度的实时爬取模式，转化为稳定、快速且具有规模经济效应的服务，从而避免沦为又一个“演示惊艳、用起来心疼”的AI算力吞金兽。

查看原始信息 ▼

Lyra Chrome Extension

Lyra automates pre-meeting research directly inside Google Calendar. Stop frantically Googling 5 minutes before the call. Lyra's live agents scour the web in real-time to give you the context and sources you need.

Hey Product Hunt! 👋

We have all had those days. You are running back-to-back user interviews, partnership chats, sales calls, or demos.

A calendar notification pops up 2 minutes before the next call and you realise: I have no idea who I am about to talk to.

You spend the next 90 seconds frantically switching tabs between LinkedIn, their company site, and a quick Google search. Or worse, you run out of time and join the call blind.

I built the Lyra Chrome Extension to stop the scramble - never enter a call unprepared again.

It adds a simple "Research" button to your Google Calendar events.

🚀 How it works: Unlike tools that rely on stale databases, Lyra deploys live AI agents to scour the web in real-time.

With one click, you get a fresh "Cheat Sheet" containing:

Attendee Intel: Role, background, and direct LinkedIn links.
Company Context: Recent news, tech stack, and what they actually do.
Verified Sources: We link to every source so you can trust the data.

The Goal: Eliminate the "who is this?" panic and let you start every conversation with context, whether it is a user test or a sales call.

👀 Coming soon: We are building custom prompts and integrations to pull context from Calendly & your CRM directly into the brief.

I would love for you to try it out on your next meeting (it is free!) and let me know your feedback - how would you improve Lyra? What do/don't you like?

We will be hanging out in the comments all day! 👇

Henry

Product @ Lyra

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Finally a meeting platform where context sticks and calls end with clear results, not just notes. Excited to see how teams adopt this! 🎉🚀

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@tiffanyddavidson thanks for your feedback 🙌

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Love the angle here - every team I've worked with loses 20% of call time to context switching. The fact that you're pulling this live from web agents is a smart move. How's your GTM looking for mid-market? The enterprise play feels natural but curious on your pricing strategy there.

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Thanks @imraju ! It literally takes up at least 1 hour of my day! We're working with 10-20 mid-market companies in beta - once we nail it for them, we will expand upwards from there. Our site has a bit more detail: https://lyra.so/

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Nice. Does it integrate well with Google Meet and Zoom?

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@chilarai thanks for your comment! It works with all meeting platforms - Zoom, GMeet, Teams or Lyra 👌

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Wow, Lyra looks amazing! That pre-meeting research inside Google Calendar is a game-changer. How does it handle paywalled content from research papers?

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@jaydev13 good question, the answer is really interesting. The technology powering Lyra is cutting edge. In most tools "research" basically means just scraping a database (or many) for an email match, think Clay, Apollo etc. They call this waterfalls. Lyra works differently. When we intercept an event in your calendar we spin up a virtual web browser in a data center, this web browser is then handed to our AI for orchestration. The AI browses web results, clicking on websites, LinkedIn profiles etc the way a human would and then runs inference on the data to generate reports. This means our reports are never out of date and also work for small or new businesses that haven't yet been aggregated by the big data scrapers. On the backend we're also caching data. Every day we host more meetings. Once we've researched a person or company we store it so the next time that person meets with someone on Lyra, the results are lighting fast. At scale we're building a proprietary people database unmatched in depth, updated with every meeting we power. As for paywalled content, the AI would get blocked the same way a human would. In practice this hasn't been an issue because the most valuable pre-meeting intelligence - recent LinkedIn activity, company news, funding announcements, podcast appearances, social media is publicly accessible!

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Congrats @Lyra team!! Love this new product!!

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@taro_f Appreciate all the support Taro!

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Amazing! Going to give it a try

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@miguel_duque please let us know what you think!

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Congratulations on the launch and I wish you the highest position!

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@torianyk Thank you so much, give Lyra a try and let us know what you think of the meeting research!

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this is genuinely something I would use. excited to test it out!

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@thecarguy appreciate it, let us know what you think!

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Back-to-back calls here, and I’m always panic-Googling 5 mins before. The Calendar prep + 'actions not notes' bit sounds right. If it really carries context between calls and trims screenshare, nice. Curious how solid the sources feel.

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@alexcloudstar thanks for dropping a comment! Please share your feedback when you try the product out 🙌

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一句话介绍：Justblank是一个AEO（答案引擎优化）全周期平台，在AI搜索时代，为品牌提供免费的AI答案可见性分析及内容优化工具，解决品牌在ChatGPT等AI答案中“隐身”或落后于竞争对手的痛点。

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Analytics Artificial Intelligence Search

AEO平台答案引擎优化 AI搜索分析品牌可见性追踪竞争对手分析 AI内容优化营销工具 SaaS SEO演进 AI营销

用户评论摘要：用户普遍认可产品必要性与创意，认为其抓住了AI搜索趋势。主要反馈包括：注册流程繁琐建议简化；询问对多客户管理的支持（已获回应将推代理商面板）；关注其与竞品的差异化及免费模式真实性；探讨其对特定类型产品（如AI生图工具）的具体帮助。

AI 锐评

Justblank的亮相，精准刺中了当前营销领域最焦灼的认知盲区：当LLM成为新门户，传统的SEO逻辑正在失效。其真正价值并非简单提供另一个“仪表盘”，而在于试图构建从“诊断”到“治疗”的AEO闭环。产品聪明地将“免费分析”作为钩子，降低体验门槛，实则瞄准后续的内容优化与生成这一付费核心。

然而，其面临的挑战同样尖锐。首先，市场定义权之争。AEO概念尚在早期，它需要教育市场，并与一众“AI SEO”或“搜索洞察”工具划清界限，其强调的“Prompt级分析”和“AI答案原生内容创作”是关键的差异化支点。其次，数据壁垒与算法黑箱。其分析的权威性完全建立在能否真实、全面、实时地抓取和解读各大LLM的答案生成逻辑上，这是一个持续的技术军备竞赛。用户评论中关于“如何证明你们自己”的质疑，恰恰点中了这类平台的命门——自身方法论的可验证性。

从评论中的积极互动可以看出，团队正试图以敏捷的反馈机制（如承诺推出代理商功能）构建信任。但长期来看，Justblank的价值天花板取决于两点：一是能否将“AEO洞察”转化为可量化的业务增长指标，而不仅仅是可见性报告；二是在LLM答案生成技术快速迭代的背景下，其内容优化建议能否保持前瞻性和有效性。它不是在优化一个相对稳定的搜索引擎，而是在瞄准一个不断进化的“答案大脑”，这注定是一场动态的、高难度的狩猎。

查看原始信息 ▼

Justblank

Justblank is a full-cycle AEO platform built for the AI search era. Start with free AEO analytics to see how AI engines understand and rank your brand inside AI answers. Track prompt visibility, competitor mentions, and prompt volume across leading LLMs. Turn insights into action by creating and optimizing AEO-ready content to increase visibility in AI-generated answers, all in one place.

Hey Product Hunters 👋 I’m Mike, maker of JustBlank.

AI is quickly becoming the new front door to the internet, but most brands have no idea how they appear inside AI answers or if they appear at all.
Meanwhile, competitors are already showing up there.

We kept hearing the same questions from marketers and founders:

- Why does ChatGPT recommend my competitor but not us?
- Which prompts are actually driving AI visibility?
- What content should we create to win AI answers not just Google rankings?

There was no clear way to answer these questions.
So we built JustBlank.

🧠 What JustBlank does

JustBlank gives you full visibility into how AI models see your brand and the tools to act on it before others do.

Instead of dashboards you never open, we focus on actionable AEO insights:
- Where you show up or don’t in AI answers
- Which competitors are winning that visibility
- Which prompts actually matter right now
- What content to create next to close the gap

🚀 What we launched today

Free AEO analytics across LLMs so you can see how AI search treats your brand.
See which prompts you already appear in and which ones you’re missing.
See the volume behind each prompt so you know what actually matters.
Compare your brand against competitors and understand where you’re winning or losing.

A new AEO Content Hub that lets you create content around prompts and ICPs, designed to help your brand appear inside LLM answers.
Create AEO ready content that is structured and optimized for AI discovery not just traditional SEO.

🔍 What you can do with JustBlank

See how ChatGPT, Claude, Gemini and others mention your brand
Track competitors and co mentions inside AI answers
Discover high volume prompts your audience is already asking
Create and edit AEO optimized content directly in the platform
Understand why you’re winning or losing AI visibility not just that you are

We built JustBlank for marketers, founders and teams who don’t want to fall behind as AI becomes the default search experience.

We’re live today and would love your feedback especially what you want us to build next.

Mike
Maker, JustBlank

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@mike_teitelman2 This hits a really real shift that a lot of teams are still underestimating. As AI becomes the first place people ask questions, “SEO-only thinking” starts to feel dangerously incomplete.

I like that JustBlank isn’t just saying “you’re missing from AI answers” but actually ties that to which prompts matter, who’s winning instead, and what content to create next. That action layer is usually what’s missing in visibility tools.

Curious to see how teams start treating AEO as a first-class growth channel rather than an experiment. Big congrats on the launch, Mike, excited to see where this goes

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@mike_teitelman2 I tried it out and have one suggestion:

Making the registration simpler could really help: an email-only sign-up should be sufficient.

Currently, it takes several steps: first email, and then another registration step with name, position, company name, and password.

From a marketing perspective, some users may drop off because it feels too complicated for a first try.

I also noticed a "missed opportunity" section: when I scroll, it suggests that help is available, but it’s not clear how to access it - I assume this is via a Premium upgrade, but this isn’t explained.

Overall, it’s a really great idea. With every brand fighting to be visible, especially in the age of AI and on platforms like Reddit - this feels very relevant. And I saw the section, where you show visibility on such platforms. :)

Congrats on your launch!

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Wow this is such a great and much needed product! Signed up and testing as we speak 😊

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@simona_o_neill3 Thanks so much for the kind words 😊 really appreciate you signing up and giving it a spin.

If anything is unclear or if you have feedback as you’re testing, we’d love to hear it. We’re actively building based on users needs, so your input genuinely helps shape what comes next 🙌

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How can your platform help my AI image generation app, PicxStudio, get recommended by ChatGPT and other AI tools?

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Hi @yash_patidar_

Great question, and very relevant for an AI image generation product like PicxStudio 👋

Short answer: we help you understand why ChatGPT and other AI tools recommend certain apps today, and what you need to do to become one of those recommendations.

More concretely, here’s how JustBlank helps:

1. See if (and where) PicxStudio shows up today
We scan real prompts users ask like:

“Best AI image generator for marketing”
“Midjourney alternatives”
“AI image tool for social media graphics”

You can see whether PicxStudio appears in those answers, which competitors do, and how often.

2. Identify the prompts that actually matter
Not all prompts are equal. We show prompt volume and intent, so you can focus on the questions that influence real discovery and downloads, not vanity keywords.

3. Understand competitor positioning inside LLMs
AI tools don’t just rank pages, they compare tools.
We surface:

Who PicxStudio is being compared to
What attributes competitors “own” (speed, quality, pricing, use cases)
Where there are gaps you can realistically win

4. Create content optimized for AI recommendations, not just Google
JustBlank guides you to create AI-optimized pages and summaries that LLMs can actually understand, cite, and reuse in answers (for example, comparison pages, use-case pages, and feature explanations).

5. Track progress over time
You can see if new content starts improving how often PicxStudio is mentioned, and for which prompts, across ChatGPT, Claude, Gemini, Perplexity, and more.

We don’t try to “hack” LLMs. We help you become the most clear, authoritative, and referenceable option for the prompts that matter.

If you’d like, happy to take a look at PicxStudio deeper and suggest a few high-impact prompts to start with 🚀

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This is undoubtedly a brilliant tool, which gives lots of ideas for content that can be produced.

However, can it also be used for SEO agencies that represent multiple clients? Because I just saw that it initially asks for information about my business but I didn't see an option to define multiple businesses

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@yaniv_lev_ari
Great question, and yes, absolutely 👍

In the next few weeks JustBlank launch a special dashboard for agencies and consultants managing multiple clients.

Here’s how it will work:

Multi-brand support: Each client can be set up as a separate brand inside JustBlank, with its own domain, competitors, prompts, and reports. You’re not limited to a single business.
Client-specific AI visibility: For every brand, you can track how it appears in ChatGPT, Perplexity, Gemini, Claude, and others, completely independently.
Competitive analysis per client: You’ll see which competitors are being recommended for each client and which prompts they’re winning or losing.
Actionable content guidance: The platform suggests exactly what content to create next for each brand to improve AI visibility, not just traditional SEO rankings.
Agency-friendly workflow: Many agencies use JustBlank as an “AI visibility layer” alongside SEO, sharing clear reports with clients on where they’re showing up (or not) in AI answers.

The onboarding flow starts with one business just to keep setup simple, but you can add and manage multiple clients once inside the platform.

If you’re running an agency, we’d also love your feedback on agency-specific features you’d want to see next.

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Wow, Justblank is super cool! Love the free AEO analytics dashboard. How granular can you get with tracking prompt visibility for specific keywords related to my niche?

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@jaydev13 Thanks so much for checking it out and for the kind words 😊

On granularity: we go quite deep.

You can track prompt visibility at the individual prompt level, not just broad topics. That means:

Specific keywords and long-tail questions in your niche
Variations of how users actually ask those questions in ChatGPT, Perplexity, Claude, etc.
Whether your brand appears, how often, and in what context (recommended, compared, cited, or omitted)

You can also:

Group prompts by intent (comparison, discovery, problem-solution, brand vs competitor)
See prompt volume so you know which ones actually matter
Track competitor co-mentions for the same keywords
Map prompts to ICPs and content types, so you know exactly what to create next to improve visibility

If there’s a very specific niche or keyword set you’re curious about, feel free to share it and we’re happy to help you explore it inside the dashboard 🙌

▲ 0

Hey Product Hunters 👋

I’m Assaf, co-founder of JustBlank.

Over the past year, one thing became very clear to us:
AI assistants are becoming the new search layer, but brands have almost zero visibility into how they show up there.

Founders and marketers kept asking us things like:

Why does ChatGPT recommend competitors but not us?
Which prompts actually influence AI answers?
How do we create content that AI models use, not just Google?

There wasn’t a good answer, so we built one.

What JustBlank does

JustBlank shows how your brand appears across AI models like ChatGPT, Claude, Gemini, and Perplexity, and more importantly, why.

You can:

See where your brand shows up (or doesn’t) in AI answers
Track which competitors are winning specific prompts
Understand which prompts actually have volume and intent
Create AI-optimized content designed to close those gaps

What we’re launching today

Free AEO analytics across major LLMs
Prompt-level visibility with volume and competitor comparison
An AEO Content Hub to create content structured for AI discovery, not just traditional SEO

We built JustBlank for teams who don’t want to wake up one day and realize AI search passed them by.

We’re live today and would love your feedback, especially on what we should build next 🙏

Assaf
Co-Founder, JustBlank

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ton of companies in this space and new ones sprouting every week. how are you different?

if you're truly free, why do you have a pricing page in the header of your site? if there is a free tier, how is this different than the other companies that also have a free tier to warrant calling yourself "free aeo"?

the #1 way to win in AEO is to prove it by showing up in answers yourself and then link to the results.

btw, clever work with this:

https://www.reddit.com/r/SaaS/comments/1o904pj/what_are_the_best_aeo_platforms_answer_engine/

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Hi@niyogi, Thanks for the great comments, we appreciate it.

Did you get a chance to log in and open an account for your brand?
Once you login you could see that you get lots of FREE AEO analytics data that would cost hundreds of $ on other platformes, In case you want to leverage this data and create optimized content automatically, you will need to upgrade to a premium plan.

Have a great week

▲ 0

一句话介绍：一款集成了Vim键绑定的极简写作编辑器，为追求专注和效率的文字工作者提供了无干扰、离线可用的沉浸式写作环境。

▶

Open Source Writing User Experience GitHub

写作工具极简主义无干扰写作 Vim模式离线编辑暗黑模式文本编辑器效率工具网页应用

用户评论摘要：用户高度认可其专注、高效的设计理念，Vim模式、离线存储和暗黑模式备受好评。核心建议集中在增加导出功能（Markdown/PDF）、文件系统集成、云同步以及解释字体渲染细节。有用户质疑其为何不发布为本地可执行文件。

AI 锐评

BetterWrite精准切入了一个细分但高势能的利基市场：服务于那些既追求极简无干扰界面，又执着于键盘操作效率的“技术型写作者”。其真正的价值并非简单的“又一个写作应用”，而在于将“Vim的肌肉记忆效率”与“现代写作应用的审美与体验”进行了成功嫁接，解决了传统Vim环境配置繁琐、界面粗糙，而现代写作工具又过于臃肿、键盘支持羸弱的痛点。

然而，其“网页应用”的定位是一把双刃剑。一方面，它降低了使用门槛，实现了跨平台和潜在的即时协作可能；但另一方面，也直接引发了核心用户关于数据主权、长期可用性和深度系统集成的疑虑（如本地文件操作）。当前版本更像一个功能精美的“最小可行产品”，其护城河尚浅。用户的建议直指要害：没有强大的导出、同步和文件管理能力，它终究只是一个精致的“临时记事本”，难以承担严肃、长期的写作项目。团队下一步的抉择——是坚守轻量网页的纯粹性，还是向功能更完整的“生产力平台”演进——将决定它最终是一个小众的效率玩具，还是一个能真正撼动现有写作工具格局的颠覆者。

查看原始信息 ▼

BetterWrite

BetterWrite offers a beautiful, distraction-free writing environment designed for those who value simplicity and focus. With Vim keybindings, users can enjoy a familiar and efficient editing experience. The editor supports multiple fonts and includes a dark mode for comfortable writing in low-light conditions. - Vim keybindings for efficient navigation - Multiple font options for personalized aesthetics - Dark mode for reduced eye strain - indexed db to save your work offline This minimalist editor is perfect for writers who want to concentrate on their thoughts, not the interface. Whether you're drafting a novel or jotting down notes, BetterWrite provides the tools you need to stay productive and inspired.

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@ronitrajll Really nice focus here. A distraction-free editor with Vim bindings is still surprisingly rare, and offline-first via IndexedDB is a big win for peace of mind while writing.

I like that BetterWrite doesn’t try to over-intellectualise the workflow, fonts, dark mode, keyboard efficiency, and getting out of the way. That’s exactly what most writers actually want.

Curious where you’re taking this next: things like export options (Markdown/PDF), file-based workflows, or sync that still respects the offline-first philosophy could be a great fit.

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writing here feels intentional. From font choice to dark mode, every detail supports staying present with the text ✍️

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@dancer_boy really glad that you understood the details so well :)
and ofc thanks for checking it out

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Vim-style workflow feels natural and efficient. Muscle memory kicks in and writing becomes almost automatic ⚡

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@saturnina_brigante glad you liked it :p

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Late-night writing feels comfortable thanks to the dark interface. everything stays readable and soft, even after hours.

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@deangelo_hinkle glad you liked it

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as a developer, still can't get with the vim mode, but it looks very smooth and convenient for writing. such a simple and minimalist editor is a tool that text creators greatly appreciate. I have a small doubt: why not release it as a locally executable file?

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@joeyzhang haha ... I hope one day you get along with vim mode :)
as for the locally executable file ... I dont think we will do that but instead we will make this a web app so you can install it on your device :)
and ofc thanks for checking it out!!

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Wow, BetterWrite looks amazing! The vim mode is exactly what Ive been searching for. How does the font rendering handle ligatures, especially in Fira Code?

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一句话介绍：一款帮助家长、看护者和教师用简单、温暖、适龄的语言向孩子解释复杂话题的AI工具，在亲子互动中即时应对孩子提出的各种“大问题”，缓解成人的知识储备和表达焦虑。

▶

Parenting Education Artificial Intelligence

亲子教育 AI育儿助手儿童科普内容适龄化即时问答教育科技育儿工具家庭教育语言简化无干扰设计

用户评论摘要：用户肯定其解决真实痛点的价值，认为能激发孩子好奇心。主要反馈集中在：1. 对复杂或敏感话题（如政治、宗教）处理方式的担忧；2. 询问能否扩展至帮助老年人理解新事物；3. 开发者强调家长对最终信息有控制权，产品定位为辅助工具而非替代者。

AI 锐评

Little Answers 切入了一个精巧的缝隙市场：它不生产知识，而是做知识的“翻译官”和“降噪器”。其真正价值并非在于提供了多么权威或深奥的答案，而在于它充当了成人认知世界与儿童理解能力之间的“缓冲垫”和“修辞库”。

产品设计的精明之处显而易见：首先，它精准定位了成人在面对孩子突发奇问时的无力感与时间压力，提供“即时翻译”服务。其次，它通过“选择年龄”和“选择风格”（故事、温和、好奇）将“适龄化”这一抽象教育原则变成了可操作的交互，这是其核心功能差异化。最后，“无账户、无信息流”的极简设计，刻意与制造焦虑和沉迷的典型互联网产品划清界限，迎合了寻求“纯净工具”的家长心理。

然而，其面临的挑战与价值一样突出。第一是“安全的平庸”风险。为了确保内容“温暖、易读、无争议”，AI很可能被驯化得过于保守，输出一些正确但无趣、避重就轻的“标准答案”，这反而可能扼杀孩子接触世界复杂性的机会。第二是责任的边界模糊。开发者将内容审核的最终责任推给家长（“家长控制最终信息”），这虽是合理的免责声明，但也暴露了产品在应对真正棘手问题时的能力局限。它本质上提供的是“表达建议”，而非“事实核查”或“价值观判断”。

长远看，这款产品的天花板在于其知识库的深度、跨文化适应性，以及能否从“问答机”进化成“对话引导者”。如果它只能处理“天为什么是蓝的”这类科普问题，而无法以恰当方式引导关于死亡、不平等或战争等沉重话题的初步探讨，那么它的工具属性将大于教育价值。它目前是一个优秀的“语言包装助手”，但离成为真正意义上的“思维启蒙伙伴”还有距离。其成功与否，将取决于在“安全无害”与“启发思考”这个教育学的永恒悖论中，能找到多么精妙的平衡点。

查看原始信息 ▼

Little Answers

Kids ask big questions. Adults don’t always have big answers ready. Little Answers helps parents, caregivers, and teachers explain complex topics to children in simple, warm, age-appropriate language. Ask a question in any language, pick an age range, and choose a style: - Story: gentle, imaginative explanations - Gentle: short and calming - Curious: a bit deeper Every answer stays respectful and easy to say out loud. No accounts. No feeds. No noise. Just help explaining the world together.

This can actually be helpful. I remember how I asked my mum very curious (sometimes scientific) questions, and she couldn't answer me because she didn't know. Imagine how much potential this can unlock in those small, curious minds.

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@busmark_w_nika thanks!

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Hi Product Hunt 👋 I built Little Answers after realizing how hard it is to explain big ideas to kids on the spo without oversimplifying or confusing them. The goal isn’t to replace parents. It’s to give them better words, fast. I’d love feedback on: - Are the explanation modes useful? - Does this feel calm and trustworthy? - What questions do your kids ask the most? Happy to answer anything about the product, tech, or design choices.

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@guilherme_campos Thank you for caring about the little ones - great app! Have you used it with your kids?

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@guilherme_campos this is brilliant ! A very good idea ! Well done, congrats !

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Wow, Little Answers is exactly what Ive been looking for! The age-appropriate explanations are brilliant. How do you handle questions that have really complex or controversial answers? So cool!

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@jaydev13 thanks! All answers are kept simple. And, at the end of the day, the parent has full control over what information they pass along to their child

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Really warm idea! Maybe this can also be used to help grandparents to understand new things like AI? I once saw someone create a character in a conversational AI app based on their own personality to keep their parents company and help them with everyday tasks—like how to pay utility bills on their phone or use a bank's self-service kiosk.

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@jachinshen thanks! I guess that could also be a possible use case? It's an interesting one, for sure!

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I have a three-year-old daughter who also loves to ask "why" every day. so, I was wondering, can you ensure that the answers do not contain any content that is "politicized", "religious", or even "negative"? for a kid, all answers should be direct, straightforward, and easy to understand, without mixing in content that doesn't belong in the answer. i think this is very important.

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@joeyzhang thanks! I can't really 100% guarantee that, but the questions are shown to the parents, not the child. So, with that being said, the parent can, to some extent, control the final message :)

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Oh my I'm at the "Why" and "Why not" stage with my toddler. I need answers and fast lol. Will be checking this out.

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@tade_odunlami thanks! Happy to get any feedback you might have :)

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一句话介绍：Recaply是一款AI语音备忘录处理工具，通过转录和智能摘要，将杂乱的语音内容转化为结构化笔记，解决了专业人士、学生和内容创作者在快速记录后信息整理繁琐的核心痛点。

Notes Education Artificial Intelligence

语音备忘录 AI转录智能摘要效率工具笔记整理多说话人识别生产力内容创作会议记录信息结构化

用户评论摘要：用户普遍认可其核心价值，尤其关注多说话人识别功能在团队场景的应用。主要建议包括：提供API或扩展以实现与其他应用的集成，以及建立社交媒体账号加强沟通。

AI 锐评

Recaply切入了一个看似简单却极其顽固的痛点：记录与整理之间的效率断层。它的真正价值不在于“转录”，而在于“转化”——将线性的、冗长的音频流，转化为非线性的、可快速浏览的结构化信息。这本质上是信息形态的升维，其核心壁垒在于AI摘要的质量能否真正理解上下文并提炼出“行动项”，而非简单的关键词提取。

从评论看，用户对“多说话人识别”的兴奋，恰恰暴露了当前多数AI笔记工具在复杂真实场景（如会议、访谈）下的无能。这既是其亮点，也是其最大的挑战点。准确区分并归因语音内容，技术上已属不易，再结合摘要，对算法要求极高。

然而，产品目前仍是一个功能型工具，其天花板清晰可见。用户的API集成建议一针见血，指出了其作为孤立应用的局限。真正的“行动化”（actionable）不仅意味着笔记本身清晰，更意味着它能无缝流入用户的任务流（如待办事项、项目管理工具）。若不能嵌入现有工作生态，它很可能只是创造了“二次整理的笔记”，最终沦为另一个信息孤岛。

其成功与否，将取决于两个层面：在技术层面，摘要的准确度和深度能否持续建立口碑；在生态层面，能否快速开放连接，从“笔记生成器”进化为“工作流触发器”。在AI能力日趋同质化的当下，后者或将成为其真正的护城河。

查看原始信息 ▼

Recaply

Turn your voice memos into structured notes with AI-powered transcription and intelligent summarization. Perfect for professionals, students, and content creators.

I haven't used it yet, but it looks very good, and I noticed that it can support "multi-speaker identification", which is a great feature for teams and definitely worth a try.

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Wow, Recaply looks awesome! That AI-powered summarization is exactly what I need for interviews. Im curious, how does it handle multiple speakers in a single memo?

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Hey,

This is exactly the kind of utility I need. I end up with random voice memos all the time, and having them automatically turned into structured notes is a massive win. The summarization part is key—it turns a rambling audio clip into something actually usable. It sounds perfect for capturing meeting takeaways or product ideas on the fly without creating more work for myself later. It feels like a logical next step after just hitting record. Definitely trying this out to clear my memo backlog.

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This is really nice. But you should also provide some extension or APIs to integrate the tool with other apps

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Do you have any social media account?

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一句话介绍：一款开源实时屏幕翻译工具，通过OCR和AI翻译技术，在玩家游玩未经本地化的游戏（如中日独占作品）时，实时捕捉并覆盖翻译文本，解决了因语言障碍无法畅玩游戏的痛点。

Open Source Languages GitHub Games

游戏工具实时翻译屏幕OCR 开源软件无障碍辅助本地化替代 AI翻译玩家社区轻量级应用文本转语音

用户评论摘要：用户肯定其解决了真实痛点，赞赏其开源属性和轻快设计。主要建议包括：增加按游戏记忆翻译设置的功能、提供按需翻译与常开模式切换、支持社区针对特定游戏优化翻译模型。开发者积极回应，并提及了其辅助功能潜力。

AI 锐评

RSTGameTranslation 精准切入了一个被主流商业公司长期忽视的利基市场——非本地化游戏的实时语言障碍。其价值远不止于“翻译工具”本身，而在于它以一种极客式的、去中心化的方式，对传统游戏本地化流程发起了一次“边缘革命”。

产品真正的犀利之处在于其“开源”与“屏幕OCR”路线的结合。开源不仅建立了信任，更将翻译模型的优化和适配工作，潜在地下放给了全球玩家社区，尤其是那些对特定小众游戏有极深理解的硬核玩家。这解决了商业翻译模型在游戏俚语、特定文化梗上的通用性短板。而屏幕OCR这一“笨办法”，恰恰是其在技术上的精明之处：它绕开了游戏程序本身，无需破解、无需Mod支持，实现了最大程度的兼容性，但也将最棘手的挑战——复杂游戏字体的识别效率与准确性——摆在了台前。

从评论反馈看，用户的建议（如每游戏配置、按需翻译模式）直指产品当前阶段的软肋：如何从“能用”过渡到“好用”和“沉浸”。实时覆盖翻译必然带来屏幕干扰，如何智能判断翻译时机、优化显示UI以最小化对游戏体验的入侵，是比翻译速度更深层的课题。此外，开发者提及的语音输入输出功能，意外地为其开辟了另一条赛道：游戏无障碍辅助工具。这或许是一个比“翻译”更具社会价值和商业潜力的发展方向。

总体而言，这款产品展现了一种典型的“社区驱动”创新模式：解决一个足够具体、足够痛的痛点，用最小可行产品打开市场，再依靠社区反馈和贡献进行迭代。它的成功与否，将取决于其核心OCR性能的优化上限，以及能否构建一个活跃的、愿意为爱发电的玩家-开发者贡献者生态。它不会取代专业本地化，但为长尾游戏市场提供了极具性价比的解决方案。

查看原始信息 ▼

RSTGameTranslation

RSTGameTranslation is an open-source tool that helps gamers play titles without localization. It captures text from the game screen in real-time, performs OCR, and translates it (Using AI for translation) into your desired language instantly. Perfect for playing Japanese or Chinese exclusive

Hi Product Hunt community! 👋

I'm Thanh, the maker of RSTGameTranslation.

As a gamer, I've always been frustrated when I couldn't play amazing games just because of the language barrier (especially Japanese/Chinese exclusives). I wanted a tool that was fast, lightweight, and free. That's why I built RST.

🚀 Key Features:
🎮 Screen Translation: Captures text from your game screen and overlays the translation instantly.
🎙️ Speech-to-Text: Supports voice input for quick translation.
🗣️ Text-to-Speech: Reads the translated text aloud for better immersion.

💻 Open Source: I believe in community-driven tools, so the project is fully open-source on GitHub.

I'd love to hear your feedback on the translation speed and UI. Let me know which features you'd like to see next!

Happy gaming! 🕹️

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@thanhkeke97 Love this, it solves a real pain that a lot of gamers quietly live with.

Screen-level translation with an overlay is exactly the right approach for games that don’t expose text or modding hooks, and keeping it fast + lightweight matters way more than fancy UI here. The fact that it’s open source is a huge trust win too.

A couple thoughts that could be interesting long-term:

Per-game language profiles (so font size, placement, and translation behavior are remembered)
Hotkey-based “translate on demand” vs always-on modes
Community translation model tuning for niche games or slang-heavy RPGs

Curious to try it on JP-only indie titles, excited to see where the community takes this

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Nice job! Would love to see a similar software for accessibility! There are so many game not even slightly adapted

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@jalcantara Thank you very much. If you have any problems or need help using the software, please message me.

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@jalcantara This software also includes text-to-speech and speech-to-text features, which will likely be helpful for people with disabilities.

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Wow, RSTGameTranslation is amazing! Real-time translation for import games is a dream come true. Does the OCR handle stylized fonts well, like in visual novels? Super curious!

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@jaydev13 I have integrated various types of OCR, so it can handle them well.

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一句话介绍：Wauld是一个端到端的数字证书与徽章管理平台，帮助教育者、培训师、HR等用户，在几分钟内完成设计、颁发和追踪可验证的证书，解决了传统纸质或PDF证书流程繁琐、无法追踪且易伪造的痛点。

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SaaS Design templates

数字证书平台电子徽章在线教育工具证书管理技能认证可验证凭证 SaaS 企业培训自动化工作流防伪

用户评论摘要：用户普遍赞赏其简化了从设计到颁发的全流程，界面简洁易用，模板库丰富。核心反馈包括：期待与Canva集成；建议探索区块链用于Web3凭证；肯定其解决了传统方式耗时、难以追踪和验证的痛点。

AI 锐评

Wauld切入的是一个看似传统却痛点鲜明的市场——技能认证。其真正价值并非仅仅是“数字证书生成器”，而在于试图将证书从一个静态的、封闭的“终点文件”，重塑为一个动态的、可交互的“数据节点”。

产品直击三大行业顽疾：流程割裂（设计、发送、验证分散）、数据黑洞（颁发后无追踪）、信任缺失（验证困难）。通过提供一体化平台，它本质上是在售卖“效率”和“可信度”。600+模板和快速颁发是入场券，而实时追踪（如谁打开、分享、添加至LinkedIn）与三步验证机制才是其构建壁垒的核心。这使颁发者首次能量化证书的传播效果与影响力，将证书从成本中心转化为潜在的营销渠道。

然而，其挑战同样清晰。首先，市场教育成本高，许多组织尚未意识到传统证书体系的局限。其次，功能上仍需深化，用户明确期待的Canva集成反映了对专业设计工具互联的强需求，而区块链凭证的建议则指向了更前沿的信任构建方式。最后，其免费300份的模型虽能吸引个体教育者和小团队，但如何说服中大型机构为工作流重构付费，将是增长关键。

总体而言，Wauld的价值在于将 credentialing 流程产品化、数据化。它不再只是一个工具，而是一个为“技能货币化”提供基础设施的尝试。成功与否，取决于其能否超越“效率工具”的定位，成为技能验证生态中不可或缺的信任中介。

查看原始信息 ▼

Wauld

Wauld is an end-to-end digital credential platform that lets you design, issue, and track verifiable certificates and badges in minutes. No more juggling between multiple tools, fragmented data, and manual verification. With 600+ templates, tamper-proof security, and real-time tracking (including LinkedIn), you get the complete credentialing lifecycle in one place. Free for up to 300 credentials. Ideal for online coaches, trainers, educators, community owners, and HR teams.

Hey PH members,

Akshay here, co-founder of Wauld.

A few months ago, we started building Wauld with one belief - in a world where technology evolves every month and AI is reshaping how we learn and work, recognizing real skills has never been more crucial. That’s why we built Wauld, to help organizations create skills that are both recognizable and verifiable.

Today, most organizations still rely on PDFs and paper certificates, making it impossible to track engagement or verify authenticity. Traditional methods no longer work, yet building a secure, verifiable credentialing system in-house is complex, expensive, and time-consuming.

Here's the problem:

1. Disconnected workflows kill productivity. Organizations juggle 3-4 different tools just to manage certificates: designing in Canva, sending via an email tool, and verifying manually.
2. Most credentialing tools are just fancy PDF generators. They create static files but give you zero visibility into how recipients actually engage with them.
3. Verification is a nightmare. Fake certificates are everywhere, and proving authenticity takes manual work every single time.

Wauld, an end-to-end digital credential management platform, gets your credentialing program set up in minutes - just design, issue, and start tracking.

Some of the fey highlights of the platform are:
→ 600+ professional certificate and badge templates that can be customized to match your brand.
→ Three-step verification process powered by Wauld’s digital credential registry that eliminates fraud.
→ Track real time engagement with who opens, shares, adds to LinkedIn, requests verification.

If you're curious how Wauld can transform your credentialing process, please email me directly at akshay@wauld.com. I would be happy to assist.

Wauld also has a free plan that can be used for issuing up to 300 certificates or badges. For all Product Hunt users, we are offering a 40% discount on our Growth plan.

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@akshay_gupta25 Excited!

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@akshay_gupta25 wow this is one of the most amazing product recomended by suryansh tiwari

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@akshay_gupta25 Congrats on this launch! Nice to see a focus on skills!

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Really like how Wauld simplifies the entire credentialing flow. From creation to issuance and tracking. Clear problem, clean execution. Congrats on the launch!

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@tanmay_d Thank you, Tanmay! Please let us know if there's any feedback. I do have a question - what is the one feature that you think we should build next?

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I am in love with Wauld. Nice work guys.

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@malithmcrdev Hi Malith, thank you so much! We are really grateful for all the support you have shown thus far.

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I have been using Wauld for a little while now and I'm genuinely impressed! The platform just works, no unnecessary complexity, clean interface, and issuing credentials is actually fast.

I've been recommending it to everyone who deals with certificates or badges. The verification system is solid and recipients love how easy it is to share their credentials.

Really looking forward to the Canva integration, that's going to be a game-changer! 🔥

Congrats on the launch, team! 🚀
@akshay_gupta25 @gaurav_charokar

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@akshay_gupta25 @umar_lateef Hi Umar, thank you for the support. You have been really helpful in giving us early feedback! Canva integration is already in research and design phase. Will keep you posted.

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Wish I had this in 2021 when we decided to run EdTech for Checkaso and it was needed to issue certificates

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@je_suis_yaroslav Keep us in mind whenever you have a need the next time!

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Congratulations on the launch 🎉 🎉

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@shubham_pratap Thank you so much, Shubham!

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Congrats on the launch! I feel this is still an underused marketing channel. Curious to try it out in 2026.

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@tomaslau Hi Tomas, I agree with that so much! Digital certificates and badges can act as a huge self-fulfilling marketing channel, which a lot of people sometimes don't realize early on.

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Congratulations @akshay_gupta25 & @gaurav_charokar on the launch! Wauld has been rock solid in my testing so far, and I'm waiting on Canva and other updates. Also, look into blockchain for web3-native credentialing, as it's an untapped opportunity!

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@akshay_gupta25 @sartajanand Hi Sartaj, all of this is under discussion internally and are being planned. We will keep you posted as we have updates to share.

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The dashboard feels modern and simple. It is easy to understand how credentials are performing with a quick glance.
Love the template library! I found professional designs way quicker than expected. Editing is smooth, and the issuing flow is ridiculously straightforward.

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@prakhar_bhawsar1 Thank you for your feedback, Prakhar!

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From what I have seen in my own organization, designing and issuing certificates isn’t the hard part (for which Canva is an easy go to), it’s everything around it like tracking and managing and all of that takes more time than anything. This looks like it handles the annoying bits well. Congratulations on the launch!!

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@taavish_jha3 Thank you! :)

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Great launch team!!!

I run small workshops every month, and issuing certificates used to be the part I dreaded the most. I’d design on Canva, export, rename each file, and then manually email everyone. Took hours. This seems like a good fit. Excited! 😀

This is going to save me so much frustration.

Would love to get more trials done for this

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@sbm_188 Hi Shubham, we would love to do so. Where can I reach out to you get this coordinated?

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Just found Wauld while looking for an easier way to issue training certificates. It looks straightforward and might save me some time.

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@gajendra_malviya Thank you, Gajendra. Please let me know if you have any questions or require any assistance.

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I just came across Wauld while searching for a simpler way to issue certificates for the employee training sessions I conduct. Until now I have been doing everything manually using tools like Canva and then emailing each certificate individually, so the process usually takes more time than it should.

From what I have seen so far, Wauld seems like it could help make things more organized. The ability to create a template and issue certificates in bulk is something I have been needing. The dashboard also looks clean and might help me keep track of who has received their credential.

I still need to test it properly, but at first glance it looks like a tool that could streamline a part of my workflow that is often a bit messy.

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@aman_abhishek Thank you, Aman! Please let us know if we can be of help in any way.

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I opened Wauld expecting something complicated but the interface felt fairly easy to follow. Didn't need much time to get used to where things were. That immediately made the tool feel less intimidating. Will definitely try using it more!

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@anuj_punekar Thank you, Anuj!

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The dashboard caught my attention because of how clean it looks. Tracking

certificates has always been messy for me. If this helps me avoid follow-up emails,

that would be great

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I didn’t expect to care about verification links, but now that I see it, it’s actually useful when people ask "is this legit?"

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@shiv_kumar_sharma3 That's exactly what we are trying to solve for with that feature.

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I tend to rely on manual checks to avoid mistakes while issuing certificates. over time that become exhausting and enefficient. It also increases the chance of human error.Automation here could be useful if it works reliably.

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@asha_gupta3 We have tried to build features that help solve for these pain points. Let me know how I can help you get set up.

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I only explored Wauld briefly today, but nothing felt confusing or hard to find. The layout made sense without needing instructions. That usually makes adoption easier. It feels accessible even for non technical users.

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@sanskriti_kesharwani We'd be happy to help if you need any assistance. Just let me know.

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I came across Wauld while searching for automation options for employee credentials. From an initial look, it seems practical and easy enough to fit into an existing workflow.

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Wauld handles certificate management well. Adding native integrations with popular LMS or HR platforms could make it even more powerful.

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@tanishaka_jain Integration with LMS systems is planned for Q1 next year. Which HR platforms do you have in mind?

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I have been using Wauld for a bit now and am excited for this PH launch!

We run trainings across different dates and cohorts, and it gets confusing

fast. This tool has helped us consolidate everything in one dashboard and it

feels so much calmer - I like it! There a few issues here and there but they

have made reporting of those issues so easy. 10/10

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@ambirashah_prajapati Hi Ambirashah, we are working towards fixing all the issues you had shared with us. Most of them are already resolved, the remaining are scheduled to be fixed by the end of the month.

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I noticed the dashboard tracks engagement metrics. Can this data be exported for internal reporting or compliance audits?

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@karman_singh_bhatia Hi Karman, yes we allow exporting all credential data (including engagement metrics) as CSV/Excel. Let me know if you have any other questions.

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I manage certifications for internal employee programs at my company. I have always been tracking them manually, emailing them one by one. Wauld seems like it could help me simplify the credentialing process.

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@nihira_agrawal Thank you, Nihira. We are glad that Wauld could be of help. I'd be glad to help in case you need any help.

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I like tools that fade into the background after setup. Overly complex dashboards usually end up slowing me down. Wauld’s interface appears clean and straightforward, making it easy to check things quickly, which really matters during busy weeks.

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@gaurav_mishra38 Hi Gaurav, we spent a ton of time in the design phase of our build process to try to make it as easy and intuitive to use as possible. Thank you for your feedback.

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Congrats on the launch! 🚀 As someone who has manually juggled CSVs, Canva, and email mergers for event certificates before... this is a lifesaver. The 'end-to-end' aspect is exactly what the space needs.

Quick question: How does the verification work on the recipient's end? Is it a hosted URL or something blockchain-based?

Upvoted and following to see where you take this!

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@elevenapril Thank you for joining us on our journey.

Regarding verification on recipient's end -- it is a hosted URL, and we are planning implementation of blockchain currently.

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The verification link is a big plus. Students can share authenticated certificates instantly, which increase trust without any extra effort from me.

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Was using canva for templates for certificates, then used to mail them manually, it was a huge headache to track everything, hoping that wauld would make my life much easier now.

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@karl17 It 100% will. Please get in touch when you start using Wauld and need any assistance.

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@akshay_gupta25 Congratulations. And happy product launch.

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@huisong_li Thank you so much! Means a lot.

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Clap clap clap Akshay! Verifying skills are key in this moment, imagine in the future. I guess it's a matter of viralization cause you need many people applying and using those badges. How is your business model here?

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@german_merlo1 Thanks a lot! You’re right, skill verification will only get more crucial as learning keeps moving faster. Our model is pretty straightforward: we charge organizations for issuing their badges and certificates (based on number of credentials), while keeping it completely free for learners to receive, manage, and share them. Hope this helps.

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The tracking features are useful at a high level. Exporting detailed engagement data for internal reporting would be a nice addition.

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@achyuta_gupta Hi Achyuta, thank you for the feedback. We will add this to our roadmap.

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一句话介绍：Foretoken AI通过模拟真实工作项目的AI原生评估平台，在技术招聘场景中，解决了传统编程测试与AI时代实际工作脱节、无法有效衡量候选人综合能力与AI协作水平的痛点。

▶

Hiring Artificial Intelligence Career

技术招聘 AI评估工作模拟技能测评招聘工具人才筛选 AI协作工程师面试招聘流程优化 HR科技

用户评论摘要：用户普遍认同产品理念，认为其弥合了实际工作与面试的差距，尤其赞赏其拥抱而非禁止AI的立场。主要反馈是肯定模拟工作场景比LeetCode更直接有效。唯一明确的问题是询问如何评估软技能，官方回复通过录屏分析过程和后续提问实现。

AI 锐评

Foretoken AI的亮相，与其说是一款新产品，不如说是对传统技术招聘仪式的一次精准“反叛”。它敏锐地刺中了当前招聘生态的核心矛盾：在AI编码助手普及率超90%的现实中，大多数面试却仍固执地维持着“AI禁入”的科举模式。这导致选拔机制严重失真，筛选出的往往是“题库背诵者”和“系统博弈者”，而非能打胜仗的工程师。

产品的真正价值不在于“另一个测评工具”，而在于它试图重构评估的“时空维度”。在“时间”上，它将长达数周的试工压缩到几小时；在“空间”上，它将候选人从LeetCode的抽象谜题中解放，投入真实的代码库调试或小型应用开发。更关键的是，它承认AI是工程师“延伸智力”的一部分，评估重点从静态的“输出结果”转向动态的“过程智能”：如何思考、决策、沟通以及驾驭AI工具。这实际上是将招聘评估从“知识考古学”转向了“工作未来学”。

然而，其面临的挑战同样尖锐。首先，“过程评估”的标准化与客观性是一大难题，录屏分析虽好但 scalability 和偏见风险并存。其次，它可能无意中设置了新的门槛，对不熟悉特定工具链或偏好不同工作流的优秀候选人是否公平？最后，其成功高度依赖于企业招聘理念的同步进化。如果企业HR和面试官仍痴迷于可量化的、简单的分数，那么这种更复杂、更全面的“信号”可能会在旧体系中遭遇解读困难。

本质上，Foretoken AI出售的不是一个解决方案，而是一种关于招聘的哲学：在AI时代，评估一个人，必须在他与工具的共生环境中进行。它的成败，将成为检验技术招聘领域是否真正步入AI原生时代的一块试金石。

查看原始信息 ▼

Foretoken AI

Foretoken AI replaces LeetCode and AI-banned tests with realistic work simulations. Candidates complete short, practical projects such as debugging a repo or building a web app using the tools they prefer, including AI. Foretoken evaluates not just the final results, but also candidates’ thinking, communication, decision-making, and use of AI. The result is work-trial-level hiring signal in hours instead of weeks, at a fraction of the cost and aligned with how top engineers work today.

Hey Product Hunt! Excited to launch Foretoken AI 🚀 Hiring is broken in the age of AI. While reports show that over 90% of engineers use AI to code at work, most hiring processes still ban it. LeetCode-style puzzles and timed tests no longer measure real skill. With rampant AI cheating tools, traditional interviews end up selecting for question-bank memorizers and people who know how to game the system, not great engineers. Foretoken replaces these tests with realistic work simulations. Candidates debug real codebases or build small production-style apps using their own tools, including AI. We evaluate not just the final output, but how candidates think, communicate, make decisions, and use AI throughout the task. The result is a much stronger hiring signal. Teams tell us Foretoken feels like a work trial compressed into hours instead of weeks. We’d love your feedback and thoughts on how hiring should evolve in an AI-first world. Thanks for checking us out!

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@kail_fu This really resonates. The gap between how engineers actually work and how we interview them has never been wider, especially now that AI is part of every real-world workflow.

I love that Foretoken doesn’t try to “fight” AI, but instead embraces it as part of the signal. Watching how candidates use tools, reason through tradeoffs, and communicate during realistic tasks feels far more predictive than puzzle-solving under artificial constraints.

“Work trials compressed into hours” is a strong framing, that’s exactly the direction hiring needs to move in if we want better outcomes for both teams and candidates. Excited to see how this evolves and how companies rethink interviews in an AI-first world.

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This could replace some interview steps really well - more direct and way closer to actual work. Very nice!

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Wow, Foretoken AI looks amazing! I love the focus on real-world simulations instead of just LeetCode grinding. How do you handle grading the soft skills like communication during the simulations?

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@jaydev13 Hi Jay! Thanks for the interest. We do whole screen recording to analyze their problem solving process (including what tools they use and how they use them). Moreover. we asked them follow up questions like "if given more time, how will you improve the product." Companies can also customize the questions.

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一句话介绍：一款利用AI在5分钟内快速生成完整WordPress网站的SaaS工具，解决了用户搭建网站过程繁琐、耗时且需要技术门槛的核心痛点。

▶

SaaS WordPress Artificial Intelligence

AI建站 WordPress 网站生成 SaaS工具效率工具无代码智能设计快速部署内容创作中小企业

用户评论摘要：用户主要关注免费试用政策，开发者回应目前提供48小时免费试用，并计划在未来阶段延续此政策。评论互动积极，展现了潜在用户对成本门槛的关心。

AI 锐评

Webintic瞄准了WordPress建站流程中“最后一公里”的自动化难题，其宣称的“5分钟”和“端到端AI处理”是核心卖点。产品将传统上需要分别处理的主机配置、主题选择、内容填充、图片排版等环节打包，通过向导或聊天模式简化，这确实切中了中小企业和个体创作者追求“快速上线”的迫切需求。

然而，其真正的价值与挑战并存。价值在于它可能将建站从“项目”降维成“任务”，极大降低了启动成本和时间。但犀利点在于，其面临的质疑也将接踵而至：AI生成的网站内容是否具备足够的独特性和深度以满足SEO及品牌需求？在“个性化风格”与“模板化输出”之间如何取得平衡？五分钟生成的网站，其扩展性、可维护性以及与传统WordPress生态插件、主题的兼容性如何？这些都将决定它是停留在“惊艳的演示工具”，还是能成为真正可持续的“生产工具”。

从评论中用户首要关心免费试用来看，市场对这类工具的付费意愿仍待检验。产品需要证明其生成的不是“速朽”的静态页面，而是具备生长能力的网站根基。否则，它可能只是将建站的“前期繁琐”转化为了“后期重构”的新痛点。其成功与否，关键在于AI对用户意图的理解深度，以及输出成果的专业度与灵活性，这远非简单的流程串联所能实现。

查看原始信息 ▼

Webintic

Webintic builds a complete WordPress website in under 5 minutes using AI. Choose wizard or chat mode, add your details, pick or upload images, personalise your style, reorder images, and publish instantly. PH20 gets you 20% off your launch.

Hey Product Hunt!

Thanks for checking out Webintic.

We built this because traditional WordPress setup felt too slow, too manual, and too fragmented. So: What if an AI could handle everything end-to-end?

With Webintic, you can create a complete, production-ready WordPress website in under 5 minutes. Choose between a guided wizard or AI chat, personalise your style, upload your images, reorder images, and let AI handle the content.

We’re offering an exclusive 20% Product Hunt launch discount — use code PH20.

We'd love to hear your thoughts, feedback, and what features you'd like to see next.

Thanks for your support!
Webintic Team

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Do you have free trials?

▲ 8

@fadwa_ahmed Hi Fadwa, thanks for asking! Yes, we currently offer a 48-hour free trial, and we plan to continue extending free trials in the next phase as well.

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一句话介绍：一款通过AI实时行为干预，在用户感到压力或渴望零食的“危险时刻”提供心理暗示，以打破不良饮食习惯循环的无摩擦健康助手。

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Health & Fitness Biohacking Artificial Intelligence

健康科技行为改变 AI教练习惯养成心理暗示实时干预无卡路里计算预防性健康数字健康轻量化应用

用户评论摘要：用户认可产品“及时干预”的理念，认为传统卡路里记录在压力大时易被放弃。开发者与用户交流了8点后对糖的渴望等具体痛点，并探讨此方法是否优于卡路里计算。

AI 锐评

CraveGuide AI 的野心不在于成为又一个饮食记录工具，而试图成为一套“数字行为免疫系统”。其核心价值并非提供新知，而是构建一个对抗本能与环境的即时防御机制。它精准地戳中了现代健康应用的软肋：后置的、依赖用户自律的日志功能，在意志力最薄弱的“危险窗口”完全失效。

产品设计的犀利之处在于“无摩擦”和“前瞻性”。用“饥饿”或“渴望”的极简输入替代复杂的食物数据库，降低了使用门槛，确保在关键时刻用户愿意启动它。更重要的是，其宣称的AI学习“危险窗口”并进行主动检查，是将健康管理从“用户主导”转向“系统主导”的关键尝试。这不再是一款等待指令的工具，而是一个预判你失败并提前介入的“教练”。

然而，其真正的挑战与价值深度也在于此。首先，其干预效果高度依赖于“推送通知”这一已被过度使用的渠道，用户是否会将其视为另一种数字噪音而非救命稻草？其次，“基于心理学的暗示”其科学性与个性化程度是黑箱，若仅为通用鸡汤语录，用户将迅速感到乏味并流失。最后，商业模式存疑：这种轻量、即时、非内容消耗型的互动，如何证明其长期用户粘性与商业价值？

本质上，它是一场关于“健康干预时机”的前沿实验。如果成功，它证明在行为改变领域，时机比信息更重要，系统主动性比用户主动性更有效。但目前来看，它仍是一个精巧的“最小化可行产品”，其AI的学习能力、干预的有效性及长期影响力，仍需更严谨的行为数据验证。它迈出了正确的一步，但最艰难的部分——证明其干预能带来可持续的、可测量的行为改变——才刚刚开始。

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Crave Guide Ai

Most diets fail because they don't intervene when you actually need help. CraveGuide is a friction-free AI coach that helps you break habit loops in real-time. 🧠 No Calorie Counting: Just tap "I'm craving" or "I'm stressed" to get immediate, psychology-based nudges. 🛡️ Danger Windows: The AI learns your weak moments (like 9 PM snacking) and proactively checks in before you slip. Build awareness, not guilt.

Hi Product Hunt! 👋 I’m the maker of CraveGuide. We built this because we realized that information isn't the problem. We all know what to eat. The problem is execution - specifically when stress spikes, boredom hits, or it's 10 PM and willpower fades. Traditional apps ask you to log calories after you've eaten. We wanted something that intervenes before. How it works: Zero Friction: No food databases. Just tap "Hungry" or "Craving." Real-time Intervention: The AI gives you a 2-second behavioral nudge to break the loop. Proactive: It learns your "Danger Windows" and messages you before you reach for the snack. I’d love to hear your feedback—is this a better approach than calorie counting for you? Let me know below! 👇

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@ivo_gospodinov congratulations 🎉 👏

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Congrats on the release, 8pm cravings for sugar is a big issue for me as well.

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Love this approach. I have tried calorie tracking before and always dropped off when stress or late nights hit, so the idea of a timely nudge before the decision feels far more realistic

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一句话介绍：Liqoria是一款为Mac设计的液态玻璃风格音乐聚合播放器，通过将Apple Music、Spotify、YouTube等多个音乐服务整合进一个统一且流畅的界面，解决了音乐爱好者在不同平台间频繁切换、操作割裂的痛点。

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Music Spotify Apple

音乐聚合播放器 Mac应用跨平台音乐用户体验设计液态玻璃风格界面美化播放控制锁屏动画原生体验效率工具

用户评论摘要：开发者分享了产品从灵感到落地的漫长迭代历程。用户反馈应用视觉流畅、体验原生，同时指出了歌词无法加载（实为API法律限制）和初始设置流程复杂两个问题，并提出了简化流程的建议。

AI 锐评

Liqoria呈现了一个典型的“理想很丰满，现实有骨感”的独立开发者故事。其核心价值在于试图扮演“音乐流媒体时代的指挥家”，用统一的交互层弥合各大平台的服务割裂，其液态玻璃美学与深度系统集成（如锁屏动画）确实击中了Mac用户对视觉一致性和操作流畅性的高阶需求。

然而，其面临的挑战同样尖锐。首先，其商业模式存在根本性脆弱：作为寄生在各大音乐平台API之上的“外壳”，其功能深度和稳定性严重受制于上游服务的政策与接口变动，歌词功能的缺失已暴露出法律与版权的高墙。其次，产品定位略显尴尬：对于轻度用户，原生应用或网页切换已足够；对于重度发烧友，其能否提供比官方客户端更强大的音质、歌单管理或社交功能？目前看来，它更像一个精美的“补丁”，而非颠覆性解决方案。

从评论中开发者详尽的创业叙事可以看出，这是一个充满热情但可能低估了生态复杂性的项目。它的真正机会或许不在于“替代”，而在于成为追求极致视觉与操作统一的Mac原生爱好者的“桌面玩具”。若想突破，必须构建无法被轻易替代的附加价值，例如基于AI的跨平台智能歌单、无损音质桥接、或独特的音乐发现机制。否则，在巨头环伺的音乐生态中，它极易沦为一次优美的、却难以规模化的技术演示。

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Liqoria

Liqoria is a Liquid Glass music app for Mac that unifies Apple Music, Spotify, YouTube and more into one seamless player. Search, like songs, control playback, view animated artwork on lock screen, and enjoy a fluid Mac music experience across all your services

Hi everyone! Liqoria has been a long journey for me. Back in 2021 I tried bringing my old Cydia tweak Playtopia to the Mac, but I didn’t yet have the experience to build the music app I envisioned. I put the idea aside, continued learning, explored music production, and went through a period where everything in life seemed to pause. Eventually I returned to development and created DynamicLake, inspired by the Dynamic Island. It grew far beyond what I expected and taught me everything I needed about macOS design, animation, and user experience. With that experience I went back to the original idea and started rebuilding it from scratch. I renamed the project Oria, and when Apple introduced the new Liquid Glass design language, the name Liqoria was born. My goal was to create a unified, modern, fluid music experience for Mac that works with Apple Music, Spotify, and practically any music app, without constantly switching between windows or interfaces. What started as a small tweak evolved into a full Mac music app with multiple players, search, animated artwork, a live waveform, and a design that feels native to the system. It took many months and several rebuilds, but I’m excited to finally share it with you. I’m here to answer questions, hear feedback, and continue improving Liqoria with the community

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Hey there @aviorprod ,

Congrats on the launch of Liqoria!

It seems like a really smooth and unified music experience, especially with its integration across platforms like Apple Music, Spotify, and YouTube.

How’s the response been so far? What kind of marketing goals or strategies are you focusing on to promote Liqoria? Would love to hear more about how you’re planning to spread the word!

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Incredible. Looks so native and smooth.

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That's a very nice-looking app, i'd like to report a bug: when I select the lyrics, it shows "No lyrics found", is it unable to load the lyrics automatically, or do I need some other settings? also, for the user, the onboarding process is a bit to complicated, I think simplifying it would be great.

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@joeyzhang Hi
This is expected behavior, not a bug. Apple Music’s Lyrics API can’t be used for legal reasons, so lyrics may be unavailable for certain tracks

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一句话介绍：一款通过自然语音对话记录生活故事，并利用AI自动整理成精美回忆录的应用，解决了人们在亲人离世前未能及时保存珍贵家庭记忆的永恒遗憾。

SaaS Artificial Intelligence Bots

数字遗产回忆录生成语音记录家庭故事 AI访谈内容整理情感科技记忆保存

用户评论摘要：用户普遍认可产品解决“家庭故事失传”痛点的核心价值，认为其体验“深刻而人性化”。有效评论主要集中于对产品理念的赞赏，仅有一条评论询问了发布后的市场反响与推广策略。

AI 锐评

Memoir 瞄准了一个被数字化时代忽略的深层需求：系统性对抗记忆的熵增与代际断裂。其真正价值不在于“AI生成回忆录”这一技术包装，而在于它设计了一个低门槛的“诱发-记录-结构化”流程，将沉重的“写作”任务转化为轻松的“对话”，精准击中了非专业用户的心理障碍。

产品巧妙地将AI定位为“积极的倾听者”与“追问者”，而非冰冷的转录工具。这种交互设计是关键的创新点，它模拟了优秀访谈者的角色，通过追问挖掘细节，理论上能提升最终回忆录的深度与情感密度。然而，这也埋下了核心风险：AI的追问是否真正“贴心”且“智能”？若问题流于表面或不合时宜，用户体验将迅速从“温暖对话”跌入“机械问卷”的窠臼。

从市场角度看，其“家庭协作”功能试图构建网络效应，但初期很可能依赖于家族中某一“数字策展人”的驱动。免费Beta策略明智，因为其内容价值具有强烈的延迟反馈特性——只有当用户真正拿到成册的回忆录，或是在未来某个时刻重读时，产品的完整价值才会彻底显现。当前挑战在于，如何让用户在价值感知延迟的情况下，持续投入时间进行对话记录。

本质上，Memoir 销售的不是一份PDF，而是一次有引导的、专注的家庭内省与情感连接机会。它能否成功，不取决于AI的文采，而取决于其能否在对话中创造足够的情感流动，让记录过程本身就成为值得珍藏的记忆。

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Memoir

Just talk. Share your stories, experiences, and memories through natural conversation. Our AI transforms your words into a beautiful memoir you can treasure forever.

Hey Product Hunt!

I'm excited to share Memoir with you today.

The story behind it: I realized how many family stories get lost when loved ones pass away. My grandmother had incredible stories about immigrating to a new country, but I never recorded them. That regret led me to build Memoir.

What it does: Memoir lets you capture life stories through natural voice conversations. Just talk about your memories our AI listens, asks follow-up questions, and transforms your words into a beautifully organized memoir. No writing skills needed.

Perfect for:

Recording your parents' or grandparents' stories before they're lost
Preserving your own life journey for your kids
Creating a collaborative family history with contributions from multiple family members

Key features:

Voice calls, chat, or writing - whatever feels natural
AI that remembers names, places, and asks thoughtful follow-ups
Auto-organized into chapters by life themes
Invite family to contribute their perspectives
Export as PDF or EPUB

It's free during beta I'd love for you to try it and share your feedback.

What stories would you want to preserve? I'm here all day to answer questions!

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This really resonates. So many meaningful family stories are lost simply because they were never recorded. Turning natural conversation into something lasting feels deeply human. Beautiful idea and execution. Congrats on the launch.

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Hey Ogtay and Zeynal @ogtay @zzeynalov ,

Congrats on the launch of Memoir! It’s such a great idea to preserve family stories through natural conversations. I can imagine how valuable it’ll be for people to capture memories in such a personal and easy way.

How’s the response been so far? What kind of strategies are you focusing on to promote the product? Would love to hear how you plan to get the word out!

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一句话介绍：Tpylo是一个为创作者经济打造的直接支持平台，通过提供捐赠、订阅、数字产品销售和粉丝互动等功能，使创作者能够绕过传统平台的高额抽成，在直接与粉丝建立联系的同时保留95%的收入，解决了创作者收入被中间平台过度侵蚀的核心痛点。

Payments SaaS Tech

创作者经济粉丝直接支持低佣金平台数字商品销售会员订阅粉丝互动收入优化去中介化内容变现社群工具

用户评论摘要：目前评论数据暂缺，无法提取用户直接反馈、问题或建议。需关注后续用户对费率透明度、支付便捷性、粉丝迁移成本及平台实际使用体验等方面的评价。

AI 锐评

Tpylo直指当前创作者经济中一个尖锐的矛盾：平台赋能与剥削并存。它宣称95%的收入留存率，是对抗App Store、Google Play乃至Patreon等平台30%左右“过路费”的激进宣言。其价值主张清晰且具诱惑力，但深层次挑战不容忽视。

首先，其真正的竞争对手并非仅是大型分发平台，而是已成生态的创作者支持平台（如Patreon、Ko-fi）。后者虽抽成，但提供了成熟的流量、支付、社群管理工具和用户习惯。Tpylo“保留95%”的代价，是要求创作者几乎完全自行解决引流问题，平台仅作为“支付工具+轻量级社群”存在。这对于头部创作者或可一试，但对中小创作者而言，脱离现有平台生态的获客成本可能远超那额外25%的收益。

其次，商业模式可持续性存疑。仅靠5%的营收能否支撑复杂的支付处理、客服、技术开发和反欺诈成本？这要么意味着极高的交易流水门槛，要么可能在未来通过隐藏费用（如提现费、高级功能订阅）找补，侵蚀其核心承诺。

本质上，Tpylo是“去平台化”理想的一个工具化尝试。它看到了“平台税”引发的普遍不满，但其解决方案略显单薄。在数字生态中，平台提供的远不止交易管道，更是信任背书、内容分发和网络效应。Tpylo若想破局，不能仅做“收费更低的管道”，而需在帮助创作者建立真正独立、可迁移的粉丝关系网络上展现独特价值，例如提供更深度数据洞察、集成跨平台粉丝管理工具或构建创作者间的互助联盟。否则，它可能只会成为少数精明创作者的备选支付渠道，难以撼动现有格局。其成功与否，将是对“创作者究竟愿意为‘自主权’支付多少成本与努力”的一次市场测验。

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Tpylo

Support creators directly without platform fees eating 30%+ of their income. Tpylo lets fans donate, subscribe to tiers, buy digital products, and chat with creators all while creators keep 95% of what they earn. Built for the creator economy, designed for direct relationships.

一句话介绍：EcoSemantic通过AI对话形式，将复杂的生命周期评估（LCA）工具平民化，让用户能用自然语言快速获取产品碳足迹等环境影响的科学计算结果，解决了专业软件门槛高、流程慢的核心痛点。

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Developer Tools Artificial Intelligence Climate Tech

可持续分析 AI对话工具生命周期评估碳足迹计算环境科学数据库查询产品建模效率工具专业软件平替环保科技

用户评论摘要：创始人阐述了产品初衷：降低LCA专业软件的使用复杂度，让新手和专家都能受益。用户反馈积极，认为其易于获取环境影响数据的能力令人印象深刻，并询问了产品的市场反响与推广策略。

AI 锐评

EcoSemantic的野心不在于创造新的数据库或方法论，而在于扮演一个颠覆性的“翻译器”和“加速器”。它瞄准了环境科学领域一个长期存在的悖论：拥有最严谨科学数据（Ecoinvent）和评估框架（LCA）的行业，其工具却因极高的专业壁垒而将绝大多数人拒之门外，导致科学无法有效指导日常决策。

其真正价值在于“降维打击”。对于非专家，它通过自然语言交互，将“科学黑箱”变成了可对话的顾问，这不仅是体验优化，更是认知门槛的铲平。对于LCA专家，其宣称的“将数小时工作压缩至几分钟”并非空谈，关键在于它用对话流替代了传统软件的繁复点击与参数配置，这实质上是将建模的“编译”过程变成了“解释”执行，牺牲了极端定制化的深度，换来了原型迭代的极致速度。这在产品早期构思、方案快速比对的场景下，具有革命性意义。

然而，犀利之处在于其面临的隐形挑战。第一，可靠性幻觉风险：以对话形式输出精确数字，可能让新手用户忽略LCA模型固有的边界假设和不确定性，误将结果当作绝对真理。第二，商业模式悖论：其依赖的Ecoinvent数据库本身是付费专业资源，免费层如何可持续？若完全转向专家收费，又如何维持“平民化”的初心？第三，生态依赖：绑定MCP协议虽能快速接入各类AI助手，但也将自身命运与AI平台的发展深度捆绑。

总而言之，EcoSemantic是一次极具巧思的“接口创新”，它证明了AI在垂直专业领域最有效的应用之一，是成为复杂系统的“人性化外壳”。但它能否从“有趣的玩具”成长为“受信赖的工具”，取决于其团队如何在普及性与专业性、交互友好与科学严谨、开放生态与商业闭环之间找到精妙的平衡点。

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EcoSemantic

Sustainabilty assessment software is powerful but slow. EcoSemantic brings life cycle assessment to your AI assistant. Ask questions in plain language. Get real environmental impact calculations—carbon footprints, water use, acidification, and more. Search 21,000+ industrial processes from Ecoinvent database. Build custom product models. All through conversation. 31+ specialized tools. 7 database versions. Works with any MCP-compatible AI. Free tier available and dashboard includes a playground

Hey PH! 👋

Why this exists: LCA (Life Cycle Assessment) is the gold standard for measuring environmental impacts, but the software is notoriously complex. I wanted to change that.

For newcomers: ask "what's the carbon footprint of a cotton t-shirt?" and get real answers backed by Ecoinvent databases—no learning curve required.

For LCA experts: prototype and iterate at conversation speed. What takes hours in traditional software takes few minutes here—same professional data, radically faster workflow.

What would you explore first?

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Hey Carlos @carlos_gaete ,

Congrats on the launch of EcoSemantic!

The ability to easily calculate environmental impacts like carbon footprints through AI is really impressive.

I'm curious, how's the response been so far? What marketing strategies are you focusing on to spread the word about EcoSemantic? Would love to hear more about your approach!

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一句话介绍：一款通过模拟上千个AI客户角色来分析网站，帮助创业者在投入真实广告预算前，快速识别转化问题、优化定位并获取竞争洞察的免费工具。

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Analytics Marketing Artificial Intelligence

网站分析 AI模拟转化率优化客户洞察竞争分析创业工具产品验证营销OS 免费工具 AI智能体

用户评论摘要：创始人阐述了产品解决“烧钱测试”或“盲目猜测”痛点的初衷。用户反馈认为这是早期验证的实用折中方案，并分享了因落地页不佳而浪费广告费的亲身经历，肯定了产品价值。评论整体以介绍和认可为主，未提出具体问题或改进建议。

AI 锐评

Crowdstake AI Society 的本质，是一个“风险与成本转移器”。它试图用AI模拟的确定性，去对冲市场验证的不确定性和高昂成本。其宣称的“1000个AI客户”分析，核心价值不在于数字的堆砌，而在于将原本模糊、感性的“用户觉得怎么样”拆解为可量化、可执行的结构化反馈——如具体异议点和购买诱因。这确实为资源有限的初创团队提供了一个低成本、快循环的“压力测试”沙盒。

然而，其真正的挑战与价值边界也在于此。首先，AI角色的真实性与偏见问题无法回避。这些“客户”的认知模型源于训练数据，其反馈可能是一个经过拟合的、平均化的市场印象，难以捕捉真实市场中突变的、非理性的、长尾的复杂人性。其次，产品将自身定位为“AI智能体营销OS”的一部分，这暴露了其更大的野心，也带来了疑问：当所有竞争者都能使用同质化的AI工具进行模拟优化时，是否会催生出一种“AI优化内卷”，导致网站表述趋同，反而削弱了真正的差异化？最终，它可能高效地帮你避免低级错误，却难以赋予你超越市场的独特洞察。

这款产品是“精益创业”方法论在AI时代的新工具延伸，其最佳应用场景应是假设的快速证伪与文案的AB测试，而非取代深度的用户访谈和真实市场浸泡。它让“猜测”变得更科学，但永远不是“答案”本身。

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Crowdstake AI Society

Paste your URL and instantly get a full analysis of how your website is perceived, specific recommendations to increase conversions, deep understanding of who your ideal customers are, and competitor analysis to see where you can stand out. All the insights you'd get from expensive traffic—without spending a dime.

Hey Product Hunt! 👋

Excited to introduce AI Society.

Right now, most founders have two options to find out if their website actually works: spend money on ads and traffic, or guess and hope for the best. We built a third option.

What AI Society does: Paste your URL and get your website analyzed by thousands of AI-powered customer personas — each with different needs, objections, and buying triggers. In about 2 minutes, you'll see:

How visitors actually perceive your offer
Specific recommendations to increase conversions (not vague "make it better" advice)
Which customer types connect with your messaging — and which bounce
How competitors position themselves and where you can stand out

It's all the insights you'd get from expensive traffic — without spending a dime.

Then iterate. Make changes, test again, refine until it converts — before you spend real money on ads.

Where this fits: AI Society is part of our bigger vision to build an AI agent marketing OS — giving lean teams and solo founders strategic firepower that used to require expensive consultants or big budgets.

Would love your feedback, questions, roasts — all of it. If you're trying to figure out why your site isn't converting (or want to test before you launch), give it a spin!

Let's go 🚀

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This is a smart approach. Most founders either spend money on ads or guess what is wrong. Getting structured feedback from AI personas feels like a practical middle ground for early validation. Congrats on the launch.

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Howdy Product Hunt! James here, co-founder of Crowdstake.

As a founder, I’ve lost count of how many times I wished I could quickly verify who my product was really for, before burning months building the wrong thing. Whether it was selling SaaS subscriptions or more beer at my brewery, understanding why people click, hesitate, and convert has always been the hardest (and most expensive) part.

That’s why we built AI Society: a way to simulate real buyer personas, test messaging, and surface objections before you launch.

Would love feedback from builders here who’ve launched something and thought, “I wish I knew this sooner.”

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Hi Product Hunt! 👋

We wasted thousands on ads because our landing page underperformed, not our targeting.

AI Society runs 1,000 AI customer personas on your site and flags what’s killing conversions, plus how to fix it.

Free to use. No catch.

Try your site and share your biggest “aha” below 🚀

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一句话介绍：Bill Mate是一款AI账单拆分应用，通过扫描小票自动识别消费明细，并精准分配项目、计算人均费用（含税和小费），解决了朋友聚餐后手动算账繁琐、易出错的痛点。

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iOS Finance Personal Finance

账单拆分 AI识别小票扫描费用分摊社交支付团餐结算生活工具消费管理餐厅聚餐自动化工具

用户评论摘要：用户反馈积极，认为应用解决了“早该存在”的痛点，自动化处理避免了尴尬的计算和核对。评论肯定其扫描准确性和实用性，尤其适合餐厅聚餐等群体外出场景。未提出具体问题或改进建议。

AI 锐评

Bill Mate精准切入了一个微小但高频的社交支付场景，其真正价值并非炫技式的AI图像识别，而在于充当了社交关系的“润滑剂”和“记账员”。它将聚餐后令人不悦的零和博弈（谁少付了、谁多付了）转化为一种无缝、中性的技术流程，消除了朋友间因几块钱而产生的微妙尴尬和信任损耗。

然而，其商业模式和护城河值得深究。功能本身技术壁垒有限，巨头支付平台（如Venmo、支付宝）完全可将其作为附加功能一键集成，届时独立APP的生存空间将受挤压。此外，其应用场景略显单一，高度聚焦于餐厅小票，而更复杂的团体旅行、合租日常开销等场景尚未覆盖，限制了其用户粘性和扩展性。

从评论看，用户盛赞其解决了“为何不早出现”的痛点，这恰恰证明了市场存在需求空白，但也暗示了其功能本质是“便利贴”式的工具，用户用完即走，缺乏长期停留的理由。若想持续发展，产品需思考如何从“交易工具”升级为“消费社交平台”或拓展至更广泛的共同财务管理领域，否则恐难逃被集成或淹没的命运。当前版本是出色的MVP，但前方的挑战清晰可见。

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Bill Mate

Bill Mate makes splitting bills with friends and family simple and accurate. Just scan your receipt, and our Al automatically extracts all the details-then assign items to people and let Bill Mate calculate who owes what, including taxes and tips. Perfect for splitting restaurant bills with friends!

Awesome job man looks like a fun and friendly app

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Bill Mate is one of those “why didn’t this exist sooner?” apps. Scanning receipts and automatically splitting items (with tax and tip handled correctly) removes all the awkward math and back-and-forth after group meals. Super practical, especially for restaurants and group outings.

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