... automated compliance reporting. Built rigorously for Indian regulatory depth, but the underlying testing engine works for any company that needs to continuously test and prove their security posture, not limited to India. We're also working on a crowdsourced testing layer alongside Turin, bringing independent researchers into the platform for broader coverage. Right now I'm figuring out the best way to reach founders/decision-makers directly, how do you approach this without just relying on inbound? For those who've done ...

... built a website where people can crowdsource their purchases, so we can all know exactly what's a reasonable mortgage rate, car lease, or even the price of a banana. Come visit whatpeoplepaid.fyi and join me in this fight for price transparency. I am open to any feedback and would love to grow this community ...

... spam or fake low prices? - Would you trust community-submitted pricing more if every submission included a photo? - What would make this useful for tourists, locals, and medical patients? We re especially interested in how other founders think about crowdsourced data products. When the product depends on users contributing useful data, trust becomes the whole product. What signals would make you trust a community-powered price index? Comment from Ghost Kitty(@ghost-kitty-9587635): Comment Deleted Comment from Cenk Cetin ...

... sunilpatil3012): @rianbrob Thanks Rian! Love the concept followed you! Would love to support your PH launch too. worldairs.com is all about community-driven rankings exactly like PH spirit! Comment from Rian Robertson(@rianbrob): This is a neat way to crowdsource AI rankings! Interesting to see where the public lands on the leaders. If you're up for it, I'm launching on PH soon...would appreciate a follow (See "PRODUCT HUNT LAUNCH" Link in my profile) The Sponge ...

... stores, but had no way to prove it. Receipts pile up in a drawer and tell you nothing useful. So I built the thing I wanted : snap a receipt, AI extracts every item and price, cross-references against a crowdsourced price index built from real shoppers' receipts, and shows you exactly where you overpaid and what the better price was. The crowdsourced

... State Heuristic : We use gemini-2.5-flash to parse SKUs and prices with surgical precision in real-time. CartAssistant : Your persistent AI sidekick that doesn't just "chat," but actually orchestrates your cart optimization. The Global Lattice : A crowdsourced map of verified local prices. If you find a better price, you're not just saving money you're updating the "floor" for your entire neighborhood. I ll be here to answer questions about the AI routing layer, our "Leakage Protocol ...

... Reddit. I just never thought to search. I've spent the last month building BeforeYouMove , a tool that enters any address worldwide and pulls: Street-level safety records (not city averages) Hour-by-hour noise patterns from public + crowdsourced data Real Reddit posts from people who actually live nearby Walkability, amenities, transit Sun exposure on each side of the building Demographics + price comparisons block-by-block 9 AI agents run in parallel, full report in ~60 seconds. Free for safety/noise/map ... ... reports. Too much? Too little? Wrong model entirely? Data sources , anyone in real estate or proptech who can poke holes in what I'm pulling? The paywall question , what's the one feature that would make you actually pay vs

... learn your personal limits over time since LinkedIn seems to enforce different thresholds per account age and activity history. the tricky part is figuring out what counts. LinkedIn doesn't publish their limits so you'd need to crowdsource the thresholds from beta users and build the model from real ban data. that's also your moat though Comment from Simon Wallace(@dr_simon_wallace): I've been rate limited but never banned in the way you describe ... ... nika): @amraniyasser  I am not so sure whether messages can be tracked to such an extent, but I will try to come up with something :D Because it is also a difference when someone is a warm contact vs

... What it does (right now): Zenera shows real-time safety insights for neighborhoods (currently Delhi & Bangalore ) using: crowdsourced check-ins from women AI-assisted safety signals (time of day, incidents, local context) The goal is simple: Know if an area feels safe before & during your trip. Why I m building this: I ve personally faced harassment while traveling solo, and I realized how often women rely on gut feeling or outdated advice. I wanted something more practical, current ...

... Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured Alternative Qeeebo is built as a structured library of questions and answers rather than a collection of ongoing discussions. Each page is designed to deliver a clear answer quickly, without requiring users to scroll through debates, comments, or tangential replies. Instead ... ... changing threads, Qeeebo uses static pages generated ahead of time. These pages are organized around individual questions, grouped by topic, and delivered through a global content delivery network. This architectural choice influences nearly every aspect of the platform. Qeeebo vs

... automated rejection. It feels like a black box. What s the longest you ve waited for a response? And does a lack of reply change how you view that company or university?" Comment from HowToAbroad(@howtoabroad): @chrismessina When you crowdsource data, you see exactly what s happening on the ground in real-time. It allows candidates to decide for themselves whether to apply with much more realistic expectations, as they can see a company's actual behavior over the last ... ... senior developers with the exact tech stack required getting rejected without an interview, a pattern emerges. You can tell if a company is deliberately ignoring talent or just ghosting. The reality is that many companies use job postings for alternative

... pledge, not just browse. 4. Source & fulfill once the campaign succeeds. This model doesn t just reduce risk it makes e-commerce smarter. No wasted ad spend. No warehouses full of unsold stock. No copy-paste product clones. Crowdsourced Commerce I like to call it Crowdsourced

... most trending were AI-focused, specifically AI agents. Autumn  Billing infrastructure for AI Dedalus Labs  Connect any LLM to any MCP tools and create complex agents in minutes Design Arena  World's largest crowdsourced benchmark for AI-generated design Getasap Asia Tech-enabled distributor for retailers in Southeast Asia Keystone  AI engineer that fixes bugs in production RealRoots AI social app for female transplants Solva  Automates insurance claims and stops incorrect payouts Perseus Defense ...

... discovered that truly get vibe, culture, and real engagement? drop your recs in the comments i'm trying to build this into the go-to resource for anyone wanting to blend ai efficiency with actual human connection. let's crowdsource the future of marketing that actually cares about making people feel something good Comment from Tristan Pollock(@tristanpollock): @zhitao_yan  oh that's cool - much needed Comment from Gabe Perez(@gabe): @pollock  I really like Surfer ...

... neon-lit streets at midnight, ducking into a ramen shop, stumbling upon a street musician, all things you only notice when you've truly walked the city all stitched together into a living, breathing map. Tokyo Memory Map crowdsources photos, videos, sketches, and music from locals, revealing the hidden layers of the city beyond tourist snapshots, turning into an interactive digital website that's also beautiful to look at. This project is a love letter to Japan while blending ...

... technology and the future. And in particular in eu/acc's case: draw attention to the problems of Europe and propose practical ways to fix them. eu/acc is a movement to deregulate and save Europe Thousands of people have now crowdsourced tens of thousands of ideas of which the most important ones have now become part of the official eu/acc manifesto on euacc.com And it hasn't just stopped there: eu/acc's ideas are part of Mario Draghi's European Competitiveness ... ... your initial approach - 12 startups in 12 months) build the most barebones version of each idea quickly (e.g. 1 month per idea) and see if it gets traction/paying customers? How did you ultimately narrow down on building PhotoAI/InteriorAI vs

... good tips on creating threads! Regarding moderation: I believe the delay in post approvals may discourage community members from engaging further. If they don't see their post live immediately, they might leave or return later, reducing participation. An alternative approach could be to pre-approve regular contributors who consistently share valuable content. This would help maintain quality while fostering a more active and engaged community. It s an unspoken truth that Product Hunt values curation and conciseness. Rather than ... ... makes the convo way better overall! Comment from Dan Schlung(@dan_difr): @rohanrecommends  +1 on the second point. Maybe when you hit a certain points threshold on your profile? In the immediate terms I'd just crowdsource

... crowdsourced a list of tech companies who specifically want to hire former founders https://docs.google.com/spreadsh... Comment from Savian Boroanca(@savian_boroanca): @elena_opreag, Ben was our hunter at Sessions. He is the greatest community builder out there. His lists are pure gold. Chapeau, @benln, for putting them together! Comment from Robert Thomas(@robertthomas2): Would be great if more tech companies gave ex-founders a shot! They bring unique perspective from having been in the trenches. The big challenge ...

... Share your valuable insights and tips. Let's empower each other to achieve success! What's your #1 strategy for growing your LinkedIn network organically? Let's crowdsource some brilliant ideas and help each other expand our professional connections! Content is king on LinkedIn. What type of posts has garnered the most engagement for you? Share examples and tips for creating compelling and valuable content. Hashtags can boost your visibility on LinkedIn. Which hashtags have helped you reach a wider ...