... upvote what resonates. Comment from Gaurav Singh(@gaurav_singh91): Building: adextract - one MCP server that connects AI agents to ad libraries (Meta, TikTok, LinkedIn, and more) For: Claude power users and AI agent builders who need programmatic access to competitor ad data Hardest part right now: Every ad library is a different silo with no API. The scrapers that exist break on every DOM change. Making a single endpoint that survives layout shifts across four platforms while returning clean structured ... ... live on PH Aug 22, so this thread's been good practice at saying it in one paragraph.) Comment from Demetrio Koro(@aktivist): siOsi upload one selfie and it reads your 12-season color type, undertone, gold vs

... have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... level is the macro version of what we're shipping at the runtime level (tokenwall.dev, also launched today, circuit breaker for runaway agent loops at iter 3). adjacent problems, different layers. how are u thinking about per-agent vs per-user attribution in intrascope? that's the granularity question that keeps coming up in our convos

... kids entertained while they wait for their food! and like if u have a tourist it rather than a language arrier which is most a big problem can solve that they simply have to select their language and it convo with them in their own language and whats the c CATCH HERE . IF U CAN RELATE MOSTLY SOME FOREINGER are usually come to a hotel or somewhere to try something special and unique related to that region or country ...

... prefer to review the output of agents, rather than individual actions, and run one or more sessions in parallel. What type of developer are you when working with AI coding agents? For context, when @Kilo Code launched their new @VS Code extension last week , with parallel agents, inline diff reviewer, and multi-model comparisons, some users actually wanted more control back. While the team is working on multiple improvements , like better diffs before you approve and permission flow fixes ... ... things are actually implemented :)) Comment from Andriy Otopkov(@andriy_otopkov): Best setup for me is hybrid: parallel agents + quick review of diffs, not micromanaging every action. Comment from fmerian(@fmerian): interesting! fun fact: when @Kilo Code launched their new @VS

... usually includes constraints, tradeoffs, and small details that are hard to fake. In B2B, for example, a generic AI post might say, build trust with suppliers. A more human answer would mention the actual messy parts: unclear MOQ, sample vs production specs, certification documents that do not cover the exact SKU, packaging files that are not ready, or buyers comparing quotes that are not based on the same assumptions. That kind of detail does not have to sound perfect ... ... wrong. Comment from Chloe Samaha(@chloesamaha): Why does it matter? Why focus on how it was produced instead of the outcome? Do you care if you asked someone what's 24x5 if they did the math in their head vs

... LinkedIn ban prevention would be popular on GitHub? Because I cannot find targeet audience here. Comment from Nika(@busmark_w_nika): @saad_el_gueddari  Thank you, I am saving this link for sure to not lose this convo! :D Comment from Julia Zakharova(@julia_zakharova2): articles, LinkedIn posts Comment from Thami Benjelloun(@thamibenjelloun): From our experience, the biggest lever isn t SEO or directories, it s plugging into existing demand. What worked for us was showing up where users ... ... first 2 weeks. that early spike shapes how the store treats u for months. google > the store for discovery anyway. ppl search "best chrome extension for X" and land on a blog post, so seo and comparison pages vs

... eigenst ndige Pr senz wirken kann, ist https://der-arkadenhof.at/ . Comment from YekSoon Lok(@ys_askodin): Having operated on both sides of the table as an allocator and a founder, I view this through a different lens. The binary of "personal brand vs. product" is a distraction. The actual prerequisite is Thesis and Positioning . At askOdin, before we wrote a single line of code for our Deterministic Compiler, we established the exact taxonomy of the market. We identified that the last mile ... ... there's probably nothing more efficient than a founder led audience. You're borrowing trust you haven't earned yet as a brand, and that shortcut can be the difference between getting your first 100 users in a week versus

... users, but also the existing ones to improve awareness and strengthen the position. Comment from Nika(@busmark_w_nika): @new_user___1702026e6f946759d1d798a  which channel was it for you? which one enabled you to make deep convos? Comment from Nika(@busmark_w_nika): @priyanshu_singh23  With AI era, more people start to rely on communities and their strength, but unfortunately, soon, AI pirates will use automation to run them and authenticity will go away. Comment from Viktoriia (@virtualviki ... ... comment better :D Comment from Viktoriia (@virtualviki): @busmark_w_nika  The $0.21/install was paid - a small Telegram channel (~3K subscribers) focused on aesthetic self-care content. Very niche, very targeted audience. That's what made the difference vs

... context. You finish an episode that sticks with you, but there s no one to discuss it with. Frqncy connects you with another listener who s in the same place, one-on-one, for a meaningful conversation. - Only three convos a day, resets at midnight to keep conversations focused - Discover conversation outside of your usual circles - Privacy and security built in from the start Podcasts are deeply personal, immersive, and thought-provoking but the discussion often stops ...

... that works is the one where you're still there a week later helping someone else. You've got the right mindset. Slow, personal, flexible. Keep going. What's the most useful thing you've learned from the early convos? Comment from Imed Radhouani(@imed_radhouani): @maria_anosova  You're probably right. The daily posts created a baseline. People got used to seeing the name. Then when something real showed up, they didn't scroll past. But the thing ... ... sucked and that's why I'm building this thing." I woke up to 40k views and thought something broke. I don't know. I guess people can tell when you're actually pissed off about something vs

... According to @RevenueCat 's State of Subscription Apps 2026 report, " hard paywalls convert 5x better than freemium, but with significantly wider variance." Day 35 download-to-paid, freemium vs. hard paywall Does access method impact download-to-paid conversion within 35 days? Quoting the report: Median D35 conversion sits at 10.7% for hard paywalls. Freemium is 2.1%. That gap alone should make you pause. But the more revealing part is the distribution. Hard paywall top decile apps approach 40% conversion ... ... sense is that it might hurt leaderboard performance. What's your take, and what would you recommend to someone launching on Product Hunt? Comment from Chris Messina(@chrismessina): @alexeyglukharev  which space are you in? Who are your competitors

... from Rian Robertson(@rianbrob): @chris_payne_emba   Comment from Rian Robertson(@rianbrob): Hey Chris, this is awesome...love the shift from HR/Ops to building a Leadership OS. That people-management gap is so real...fuzzy expectations and vanishing convos kill momentum. For me, it's the follow-ups that feel most chaotic...they stack up fast. Stoked to follow your progress with Vertex Suite! If you're up for it, I'm launching The Sponge on PH soon ...

... words like "intriguing" and similar :D Every post looks the same. I am fed up with those generic phrases. And it is disrespectful when users make up text (esp. comments) with AI and do not bother with reading the convo. Comment from Nika(@busmark_w_nika): @nikhilshahane  I think that you made a good decision to rely on your own writings :) Not many people do that. :) Comment from Nika(@busmark_w_nika): @build_with_aj  Have you heard ...

... useful. Comment from Navanita Devi(@navanita_devi): Dedy's point is interesting, the opacity problem is real. Most people conflate "AI having access" with "AI having unchecked control." They're very different things. Read-only access vs write access, logged actions vs

... launches every single day. I m also part of a few WhatsApp Product Hunt communities, and you can see how coordinated some of this activity is. It definitely makes you wonder how much of the leaderboard is organic momentum versus structured promotion. Comment from Chris Messina(@chrismessina): @vladstan   @byalexai   @busmark_w_nika  I'm not sure what triggers notifications these days; it's not always the case that the hunter's followers will get notified, and only ... ... homepage (featured products) start with 50 points. Products that are not featured start with 0 points. Comment from Nika(@busmark_w_nika): @valeriia_kuna  Definititely, Reddit wasn't worth, do not recommend. :D I had a convo

... marketer lurking around for new tools to power my stack. I must confess that new shiny tech objects obsess me, like, a lot, and PH is the best place to source them. I love the community vibe and meaningful convos that are so rare these days. Long-time lurker, I decided to make this coming out because I'm helping my friends to prep for their upcoming launch. What I can bring to the table: Happy to have a look ...

... phones. Would I call this a social app? Yes, I would. Some people seem drawn to social apps that minimize actual social interactions. See: Swiping right or left on a dating app instead of striking up a convo. Here, there's no need to send a text to a friend or family member that you're alive (and, hey, maybe even meet up for a coffee), because you can just tell your phone. But might we also call ...

... solution you already built. Reddit, X, LinkedIn, all in one place. What else it can do: Filters out noise so you only see real intent Scores and ranks conversations so you know where to reply first Tracks competitors and surfaces gaps you can own Monitors 24/7 and sends everything to a clean inbox Helps you show up where people are already searching Your support means a lot Comment from Lloren Bauza(@itsbauza): @guillermo_bascunana congrats on the launch! Happy user ... ... here! I've been able to find 2 new customers an quite some traffic from an X post convo

... feel seen. - Team is now 2 founders, 2 engineers, AI QA + day-one consultant. Oh, and a baby was born yesterday! - Inbound pilots from a top 10 tech company, top 3 ad network, top 3 bank. - Great investor convos at Web Summit + SF. The meh: - Multi-party autonomous AI is still hard , even seems challenging for the infinite resource of OpenAI. - More features = more bugs. We're on it. - AI agent fatigue everywhere. I thought LinkedIn was noisy then ... ... what their past investments have in common. 2. Start with one great anecdote; if it lands, you ll see it instantly. I now have one that I love to tell and the flashes in their eyes feel rewarding. - US vs

... your feed anyway. ( The Verge )     Building Character After banning teens from using its chatbot yesterday, Character.AI today has launched a Stories feature specifically for that demographic. The format is more guided exploration and less open-ended convo, as Character.AI responds to allegations that its platform contributed to a teen s suicide. ( The Verge ...

... thinking around January as we get all the pieces in place! (MVP, seeking out first testers/users, website/toolings, and coffee chats with anyone interested!) Comment from Nika(@busmark_w_nika): @rishiraj_gupta  Interacting and leading convo (even in comments) :) Comment from Jose Sanchez(@norteapp): Repeat launches is a great point. I keep delaying my launch when I could try to ship what I have, and learn from my launch... then launch when there is significant changes. Noted. Thanks ...

... What kind of practices and exercises in the learning language apps/technology do you like the most and find effective? What do you lack in the learning apps? With which versions are you the most? The apps (Android or iOS) VS. Web apps (installed in the PC or in the browser) Comment from Nika(@busmark_w_nika): @lucie_smejkalova  Interesting point. I realised that many things in terms of learning can be done with the help ... ... soon as I would switch into a different language, the AI would lead the convo

... just for speed, but for trust and conversion quality. How do you handle timing in your sales process? Comment from Sanskar Yadav(@sanskarix): For us, a quick first reply (even if it s automated) builds trust and keeps the convo warm. Ideally under 30 minutes. But personal follow-up always matters more than speed alone. Comment from Nika(@busmark_w_nika): @ardabur  Exactly. With wrong sales people I am like: Please, do not contact my anymore :D Comment from ...

... best example. Why it s worth it? You meet incredible people. Founders with unique experiences. People with +999999 amount of knowledge and skills. You discover amazing products the moment they launch. You're one step ahead of every competitor. Curious: how do you stay consistent here? Do you have a daily routine, or do you check in only around launches? Comment from Aleksandar Blazhev(@byalexai): @busmark_w_nika  Thank you, Nika! Always great to see you here ... ... just ticking boxes. The community vibe here keeps me showing up (even after product launches are over)! Comment from Nika(@busmark_w_nika): Congratulations and thank you for such valuable points + mentioning me! :D I always enjoy our convos