... every prompt was quietly buying a stylesheet. Deliberately narrow A block is only removed when both halves look like a rule a real selector in front of the brace and a prop: value list inside it. So {"total": 42}, fn main() { let x = 1; } and struct Order { id: u64 } survive untouched, and an email that actually discusses CSS keeps every character. There are tests pinning all of them, because gutting a code review to fix a newsletter would ...

... paid conversion. 25%+ with PQL. Webinars (live): 22-33% CTA conversion. High-engagement webinars hit up to 69%. AI search (GEO/AEO): 4-5x higher conversion than traditional organic. One B2B study found AI-referred traffic converted at 7.12% vs 1.37% for organic. Another found 14.2% for AI traffic. Quora: 2-5% conversion. 35% of B2B decision-makers answer questions on Quora. Reddit: 0.3-1.5% post-to-customer conversion in fit subreddits. CPC of $0.50-$2.00 vs

... actual market: - Best config: NCNN fp16 4.8 FPS cold, 4.0 sustained - Thermal derating after 20 min: 1.2 - GPU (Mali-G68 via Vulkan) was only 12% faster than CPU - Dropping to 416 416 gets ~9.7 FPS but costs 42% of small-object AP and motorcycles, the class I most need, lose the most The honest conclusion: the gap isn't the runtime, it's the missing NPU path. iOS hits 20 FPS because of the ANE, not because Core ...

... head, launch day was going to be this big moment where traffic spikes, people leave reviews, and feedback comes pouring in. Reality? Complete silence. For the first 48 hours, I refreshed my analytics page every 10 minutes. 42 visitors. 0 signups. No DMs, no comments, nothing. My first reaction was panic: "The product is garbage. The positioning is wrong. I picked the wrong stack." But after the initial sting wore off and I talked to a few fellow builders ... ... Looking back now, do you think spending more time talking to potential users before launch would have changed those first 48 hours, or was this something you just had to experience? Comment from Sabber Ahamed(@sabber_ahamed): the friends-vs

... move stop-loss after entry Can't add to losing position Can't revenge trade after 2 losses in 30 min Can't trade outside defined session hours 23 blocks last month. 0 blown accounts. Win rate: 42% 58%. Currently in early access. MT4/MT5 only. Prop firm evaluation protection built-in. First 100 on the waitlist get 50% off forever. What I'm struggling with: - Getting signups without a marketing budget - Competing with a funded competitor

... building a SaaS platform, and one thing I keep coming back to is security assurance. Not the heavy, enterprise-style please read our 42-page policy pack version. More the first-time user version: They land on your site. They like the product. They are curious. Then the little voice appears: Is my data safe here? I am interested in how other founders and product teams handle this. How do you give people confidence without overwhelming them ...

... delivers a prioritized Telegram digest grouped by severity - with memory to suppress repeat alerts. Merge Conflict Resolver : Provide a consistent workflow for resolving merge conflicts and preventing recurring conflicts via smaller changes, frequent integration, and safer branching practices. Browse 42 more recipes Any workflow you'd like to automate? Drop by the Discord server: kilo.ai/discord Comment from Gal Dayan(@galdayan): The cookbook format addresses exactly the right problem. The gap between "I want my agent ... ... great example - cross-referencing dep files against CVE databases with Telegram alerts and memory to suppress repeat notifications is the kind of workflow that takes hours to set up from scratch but maybe 20 minutes with a recipe. 42

... analyzed 6.8 million AI citations across ChatGPT, Gemini, and Perplexity . The finding changed how we think about AI visibility. The breakdown First-party websites: 44% of citations Business listings: 42% Reviews and social content: 8% Forums like Reddit: Just 2% The most impactful sources are the ones you already control . This directly challenges the perception that Reddit and user-generated content dominate AI answers . How AI models differ Each model has its own preference : Gemini: Favors websites (52.1%) OpenAI (ChatGPT ...

... nudges. "You haven't journaled today." "Your streak is at risk." The standard playbook. It worked. DAU went up. But something felt off. We started reading what users wrote on the days they came back because of a notification vs. the days they came on their own. The difference was stark. Notification-driven entries were short, surface-level, almost performative. "Today was fine." "Nothing much happened." They were checking a box, not processing their feelings. The organic entries -- the ones ... ... experiment. We turned off all engagement notifications for 30% of users. No streaks, no reminders, no guilt. DAU dropped by 18%. Our investors would have panicked. But session depth increased by 35%. Emotional specificity in entries went up 42

... tier at 4x annual? Comment from Nika(@busmark_w_nika): @innocent_fonkoa  Thank you so much and for your quotes and insights too. They inspire me more than anything. Comment from Nika(@busmark_w_nika): @rnagulapalle  Regarding alternatives I couldn't find any alternative

... Something I built led to a design decision I want to get feedback on. LineageLens is a free VS Code extension that captures every AI code insertion and scores it for risk on a 0 100 scale. Works with Cursor, Copilot, ClaudeCode, Gemini CLI. Zero config on install just start using your AI tools and your insertions start showing up in the sidebar. The scoring is deterministic rules: +28 for credential-like material, +24 for eval/exec patterns, +22 for subprocess ... ... This solves a problem I didn't realize I had until I read this. We've been using AI-generated code in production for months and honestly have no clear picture of which parts were written by AI vs

... everyone Daniel here. Quick update: findloc.ai pivoted from "OpenStreetMap location research" to tracking which local businesses get recommended by AI search (ChatGPT, Claude, Perplexity, Gemini). We just launched 42 reports across 14 US + NZ cities showing what each AI engine ACTUALLY says when asked "best Airbnb in [city]". Live data, real verbatim AI answers, weekly refresh. First market we'd love feedback on: https://findloc.ai/ai-visibility... https://findloc.ai/ai-visibility... Two questions for this community: 1. Would your business use this ...

... piece everything back together. It was painful. And completely avoidable. I went looking for something that could just... handle this. Snap a receipt and it's logged. Forward an email receipt and it's logged. Say "I spent $42 at Staples" and it's logged. No manual entry. No spreadsheets to corrupt. Everything I found was either overkill for a small business or missing the features that actually mattered. So I built it. BookkeepAI launched today on Product Hunt freemium ...

... goal was simple: Help people get more interviews from the same experience. Since launching, we ve already seen users increase interview callbacks significantly after optimizing their CVs through the platform. Some users went from: 127 applications 2 interviews to 42 applications 14 interviews. That s the kind of signal improvement we care about. What makes us different: We focus on ATS + recruiter readability together We built it based on real hiring pain points Fast workflow upload analyze optimize in minutes ...

... when logically you know a failed project won't actually ruin your life. Comment from Rafael Romano(@rafael_romano): @busmark_w_nika old school way for the good and for the bad Comment from Neal Miskell(@wereframe): I'm 42 now, started at 41. Still employed full time, but the journey is real and the learning curve is steeeeeeeeeeeep! I'm more on the early side of building and starting a business is kind of like having ...

... Just launched VetAI Works today on Product Hunt. If you're a PM tired of getting generic AI output, this is for you. 42 structured prompts across 3 packs: PRDs, sprint planning, due diligence, and estimation. Would love your upvote and feedback https://www.producthunt.com/prod... 20% off with code PRODUCTHUNT20 ...

... just started testing a new experiment for my startup, @Pretty Prompt : Remove the monthly tier; offer only Free or Yearly (basically no monthly plan available). We decided to do this after doing some simple maths and seeing that 42% of users today choose annual vs

... here is what the failure data actually says. What really kills launches The number one cause of product failure is not bad execution. It is not lack of funding. It is "no market need." That accounts for 42% of failures . Almost half. People build things that solve a problem that does not exist, or that nobody is willing to pay to fix. The rest of the breakdown: running out of funding (29%), unclear company strategy (23%), team or cooperation issues ... ... from building something nobody wanted? Comment from Imed Radhouani(@imed_radhouani): @zhanna_ritchie  That is the part you cannot accelerate. Living with the problem. You can read about it. You can interview people about it. You can study competitors

... launched Multos AI today. One prompt full-stack app deployed to your own AWS/Azure/GCP/Firebase/DigitalOcean/Oracle/Alibaba account with a live production URL. 42 AI models. Fixes its own build errors. Remembers your project across sessions. Free tier with 500K tokens/month. We spent the last year making sure every deploy actually works, not just a code snippet, but a real running app on real infrastructure you own. Try it: multos.ai PH launch: producthunt.com/posts/multos-ai Would love to hear what you'd build with ...

... automated tests. Every deployment was a gamble. No one could "click a button and confirm that nothing else is broken" . The True Cost (Not Just Engineering Hours) For a 4-person engineering team, the math is brutal. 42% of engineering time is spent dealing with bad code. Over three years, that is $600,000+ in wasted salary . The cost of a full rewrite is $200,000 $400,000. Add 6 12 months of lost revenue during the rewrite. Total loss ... ... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative

... audience of one. Founders are unusual users almost by definition. The polls and conversations don't replace your own intuition, but they keep it honest and you find out pretty quickly which problems people will actually pay to solve versus which ones just sound good in a pitch Comment from Chris Conlee(@conleec): Congratulations on the launch of ProdShort , Amrani! I couldn't agree more authenticity is the hardest thing to "fake" in content, and using your actual calls ... ... worse, trapped in a private WhatsApp thread on someone's phone. If that person left or the phone died, the "visual memory" of a $100M production died with it. Searching for "that one shot of the watch in Scene 42

... PRODUCT HUNT LAUNCH' link in my profile). Comment from Saurabh Rai(@srbhr): If you don't 100% focus on the launches. I do visit Product Hunt for apps that I would like to explore or to look for alternatives to. Being in the top launches gives you an extra boost, however long term visitors can come from proper product updates and pages. Comment from Anna Ludwinowski(@anna_ludwinowski): @rianbrob  Good to hear since I'm in the same boat ... ... more relatable than another super polished corporate launch. The key is probably making it feel specific and real, not like marketing copy. Comment from Rick Ovelar(@rickcuella): @rhonda_lavoie   Comment from Rick Ovelar(@rickcuella): Another underdog here! 42

... months ago, we ran an experiment with our own data. At Rankfender, we tracked 5 of our own competitors across 8 AI systems. We log their share of voice, citation velocity, content gaps, platform variance. Months of raw numbers sitting in a dashboard. I pulled 6 months of data and fed it into Claude. One question: "Based on this, who is most likely to overtake us in the next 6 months? Show your work. Use the data. Don't summarize ... ... Give me the numbers." The answer changed how I think about competition. The dataset: 5 competitors

... every day? We tracked the top 10% of accounts by engagement. Their most-used feature was the Workflow Engine. Not because they requested it. Because it saved them time. They built automation for content publishing, citation alerts, and competitor tracking. That told us more than any sales call. 2. Support ticket clusters What problems keep coming up? We used RAISA to cluster 1,200 support tickets. The largest cluster (34%) was "automation rules are confusing." Not "add app store tracking ... ... correlation with retention. That told us where to invest. What we decided Building now: Workflow Engine v2 Conditional logic, scheduled runs, webhook triggers. 78% adoption, 64% retention. This is what keeps people around. RAIVE enhancements Real-time citation alerts, competitor

... turning 42 years old in just 5 days, and I've decided this is the year I stop just dreaming and start building. I'm a dad of two amazing kids, always full of ideas sometimes too many but I've finally learned that the real magic happens when you actually share them with the world! So I'm launching on March 1, a fun browser game, perfect for competitive friends, family game nights, or anyone who loves head ...