... replace Now, for every piece of content (tweet, conversation, document), we extract structured metadata: Entities are the named nouns involved Tags are useful keywords Categories are general topics We store the full original content alongside this metadata. The key shift: instead of the agent dispatching verbose semantic queries like "Discord community

... about to re-launch a digital detox app . If you want, follow, maybe you will be on watch of my steps and activities However, that s not the main point of this post. I ve been building a community for over three years , and I m active here every day, but not every follower uses this platform actively. That s why I also need to prepare and execute PRE-LAUNCH, DURING LAUNCH, & POST-LAUNCH ACTIVITIES . Relying on follower count ... ... launching on January 28, 2026 (Wed). I need to say that your point is valid  maybe worth a separate post because it is worth passing the knowledge to the community

... supportive people here are. Everyone seems open to discussion, willing to help, and genuinely curious about what others are building. At first, I thought it would be really hard for a newcomer like me to join such a big community. But it turned out to be much less strict than I expected - actually, it feels like a place with so much potential for us to grow together. Every day on Product Hunt, I feel like I m learning or discovering ... ... launch. I hope this community

... Qeeebo s static, curated knowledge model compares to Answers.com , Quora, and traditional Q&A platforms and why the difference matters. The internet is overflowing with places to ask questions. From community forums to social platforms to AI-powered chat tools, people have more ways than ever to seek answers. Yet paradoxically, finding clear, reliable, and fast answers has become harder not easier. Most Q&A platforms were not designed with long-term knowledge preservation in mind. They ... ... that become more severe at scale. Answers can become outdated as technology, facts, or best practices change. Threads often drift off-topic

... relying on ChatGPT sessions or manual uploads. Everything is: Organized by topic Fully customizable (sources, depth, frequency) Source-linked Available with audio narration Paired with a chat for each digest Other people can also: Create their own digests Explore and track topics

... community! I'm the solo developer behind Grammar Battle, the RPG game that turns boring grammar drills into epic battles. Since launching, I've been working on improvements and I'd love your input on what to build next! Current features: Battle enemies by answering grammar questions - Level up from 1-100 - 12 grammar tenses (Present Simple, Past Perfect, Conditionals, etc.) - Boss fights with typing challenges - Progress tracking and win streaks What I'm considering adding: More advanced grammar topics

... this (slightly less engineering-intensive) platform called LooRevu. LooRevu is a community-driven platform with the aim of mapping all publicly available restrooms across the globe and then using that data to provide B2B customers with insights and opportunities to market on the platform. I love to meet new people, I love to chat - and especially to have late-night philosophical deep-dives over extraordinarily silly topics

... during breaks or commutes. Families: Fun group activity for all ages. Host your own quiz nights at home! Lifelong Learners: Expand your knowledge across diverse topics every single day. Competitive Players: Love the thrill of competition? Challenge players worldwide! Real User Experiences: Since our launch, thousands of users have joined the Quiz Mirror community

... This is one of the most common questions in every coding community: Which programming language should I start with? The honest answer: it depends on your goals. Let s break it down Python Best for beginners Easy to read, simple syntax, and used in AI, data science, automation, and web development. JavaScript Best for web development If you want to build websites, web apps, or work with frontend/backend, JavaScript is essential. Java Best for enterprise & Android development Strong foundation ... ... stand and what they should learn next . That s exactly why practicing with quizzes is one of the smartest ways to start. Quizzes help you: Test your basic concepts Identify your weak areas Build confidence before moving to advanced topics

... time sink. So I built a desktop tool to do the boring part for me. It's called Reddit Toolbox and I figured I'd share it since other makers probably have the same problem. What it does: Find communities fast I type in a few keywords and it spits out a list of related subreddits with member counts and activity stats. Way faster than googling "best subreddits for X." Bulk scrape posts I can pull 300+ posts from ... ... which other subs they hang out in. Super useful for understanding who your audience actually is. Analyze subreddits & users There's a deep-dive mode that shows posting frequency, popular topics

... know this topic has been here a million times (and people will still ask me a few more times after that). I personally see advantages in both cases, but maybe one more advantage when it comes to launching during the week. Very briefly: Launching during the week  strongest days (Tue, Wed, Thurs) More people see your product (but higher competition) Higher traffic to your page if you are featured Launching during the weekend Sat, Sun Higher chance of getting ... ... tech launches and extremely novel product ideas get a lot of organic engagement on PH. Comment from Rohan Chaubey(@rohanrecommends): @busmark_w_nika  Haha, not yet, I will do soon :D Comment from Rohan Chaubey(@rohanrecommends): Great topic

... Analysis Key Activities: Map competitive content gaps using our Niche Insights tool to identify underserved viewer segments Analyze viewer behavior patterns beyond basic keywords to find opportunity zones Cross-reference demand signals with supply quality to spot low-competition topics According to Think with Google's discovery research , unique content angles drive 4.3x more impressions than copying popular formats. Our Niche Insights processes millions of videos to show exactly what audiences want but aren't getting. Common Mistake : Creators ... ... Phase 2: Viewer Psychology Mapping Critical Success Factors: Use Channel Insights to decode your specific audience's emotional triggers and content preferences Map viewer journey patterns showing what keeps people watching versus bouncing Identify psychographic patterns unique to your community

... launching Eureka on Product Hunt today and wanted to share it with this community first. What it does: Eureka transforms PDFs, web pages, or topics

... topic-chats based on a simple formula: language + topic

... Product Hunt community! If you ve ever tried learning a language and felt like you were memorizing words instead of truly talking , I built something for you. What It Does This app helps you practice real conversations from day one. Pick a topic

... unfork existing opinions instead of simply liking or reacting. Each person gradually builds their Opinion DNA based on how they think across different topics. Topics

... feeling Reddit keeps a close eye on duplicate posts, and it might look like spam even if the post is relevant. It probably depends on the specific subreddit and how the text is written or adapted to the topic. But that s just my guess. Comment from Lucie Smejkalov (@lucie_smejkalova): @ansh_deb   @jonayed_tanjim  Thanks for the tips, I m sure it ll come in handy someday. Comment from hira siddiqui(@hira_siddiqui1): I have ... ... building a NetWorth app, that helps users organize their finances, plan it ahead, for themselves and also easy transmission of NetWorth digitally, at ease. We think LinkedIn is primarily the best platform to grow our audience, followed by fintech communities

... audience's reaction. What it Does (and Why You Should Care) Instead of just seeing a "positive" score, VibeCheck AI lets a creator: Pinpoint Emotional Peaks & Troughs: See which specific content a certain segment in a video, a topic in a podcast, or a product mention generated the most Joy or Frustration. This is a roadmap for content strategy. Unmasking the Confusion: If your audience is consistently expressing Confusion, you know immediately that your tutorial or product review needs ... ... your best ambassadors. It's about helping creators make content that genuinely resonates, not just content that games an algorithm. This is just the first step. I'm excited to share this basic, functional prototype with the Product Hunt community

... prevent anyone from editing. Comment from Felix Sattler(@felix_sattler): First of all: I don t think it EVER makes sense for a single person to control an information library that s meant to be used by everyone. How topics are shown and positioned shouldn t depend on one individual s perspective. That said, the potential impact of Grokipedia will likely depend a lot on who supports and promotes it. With figures like Trump and his followers backing ... ... objective source of information... Comment from Konrad S.(@konrad_sx): @mac_divine I certainly use Wikipedia as major information source. I think if one wants reliable and comprehensive information, it's still the best by far for most topics

... Community -- we launched @Creatium today!!! Creatium was started when @drcreatium , @maria_wall_ball and, @huntingforunicorns watched their families struggle with online learning during COVID. Frankly, it sucked. Enter Creatium a tool that makes any content into interactive online learning experiences that... don't suck. Our tool can turn your idea into an interactive lesson with simulations and games in minutes. You can make a big impact by adding lifelike AI video coaches who actually talk back and adapt to your ... ... topic

... Product Hunt community! We re excited to share one of our AI-powered tools: Notes Generator (under Bit.ai s AI Prompts). It helps convert unstructured input like meeting transcriptions, lecture content, articles into organized, cleanly formatted notes. Bit.ai Notes Generator What it can do: Parse raw text or audio transcripts and structure into headings, bullet points, and summaries Apply consistent formatting, highlight key insights, and remove noise Integrate with your existing Bit.ai workspace so notes are ready ... ... style across documents Makes information more accessible and actionable We d love your input on: In your workflows, what kinds of content would you feed into a notes generator (meetings, podcasts, research, etc.)? What features matter most to you (topic

... architecture when they should have been scaling. Curious to hear from this community: Did you ever have to rebuild your MVP from scratch? If so, what did it cost you in time, money, and momentum? For context, I run DevVoid.org where I partner with founders on scalable builds. Always open to chat if this resonates. Comment from Jason Gelsomino(@jason_gelsomino): Agree 100%, great discussion topic

... Hello Product Hunt community! We re a T rkiye-based team passionate about making international trade more efficient, transparent, and connected. Over time, we noticed a recurring challenge: trade information is often fragmented across multiple channels, making discovery slow, trust difficult to establish, and opportunities easy to miss. To address this, we built TradeDB.org a structured platform where professionals can: Publish Announcements (Buy, Sell, Partnerships, Services, Capacity) with 30-day relevance to keep the market fresh. Create Posts & Library content ... ... Follow users & curate a Feed stay up-to-date with the people and topics

... break from the usual building updates for @Meet-Ting , I ve been trying to find the time to write this piece up as I care about it a lot. It feels important - and timely - and valuable for the PH community. Two weeks ago I saw Yuval Noah Harari at the Barbican. I love his work, and as I ve got older I ve become more learn from history. Human behaviour seems to repeat - because, at least in my non-scientific ... ... founder/startup/creator: Design for the success signal (completion, shares, replays). Version for the room (Feed Explore Reels). Ride new formats early - they get bonus reach. Cluster by theme so the system can recommend you faster (avoid generic topics

... from communities. On Indie Hackers and Reddit, especially the Whop and Skool subreddits, I replied to people who felt ignored. I acknowledged the problem, shared what we were building, and invited them to join if they wanted a place that values maker style posts. No spam, just direct and specific replies. The landing page has one screen and one action. email only with a short promise of value. After sign up, a short survey asked about pains and topics