... someone we already knew. Not cold DMs. Those mostly went nowhere. It was a friend of a friend of a friend, and the ask worked because the person in the middle could say "yeah, I know them, they're legit." The painful part was finding that middle person and scrolling through following lists at 2am trying to work out who knows who, and guessing who'd actually reply Even today, our hunter @zaczuo dropped a comment saying "this is literally ...

... system). No signup, nothing uploaded, everything runs client-side. Something I'm still figuring out as a solo maker: with this many small tools instead of one focused product, what actually makes people trust that a free tool is legit and not just going to sell their data or bury them in ads later? Is it the "no signup" messaging, seeing the source code, reviews, or something else entirely? Curious how other makers here think about building trust for free ...

... been working on HUNCH , a game where you re dropped into different scam scenarios and have to decide what s legit, what feels suspicious, and what you should probably stay away from. The idea was to make scam awareness feel less like reading another 10 things you should never do online post and more like actually testing yourself. The scenarios start simple but get progressively harder, with timed decisions, XP, streaks, and different levels. The goal isn't just ...

... Meet HUNCH a scam-awareness game where you re given different situations and have to decide whether something is legit, suspicious, or a giant red flag wearing sunglasses. The idea is simple: instead of just reading don t click suspicious links for the 47th time, HUNCH lets you actually test your instincts. Some scenarios are obvious. Some are deliberately sneaky. And if you think your scam radar is unbeatable well, HUNCH would like to challenge that confidence. Play HUNCH ...

... this community so I'm hoping to meet a bunch of people so I can learn how to use the site and build better apps/websites. I'm launching an app today and I'm hoping to get some legit talking points on making it better. Below is the review section, please look at it so I can get some honest feedback. I think this site is a legit

... kept running into the same thing: a plumber, tutor, or cafe owner who just needed one clear page and a real .com. They did not need WordPress, a store, or a 40-page builder. They needed to look legit online this week. So I built that. Describe the business in plain English, pick an available .com, preview the page, then publish. Domain and hosting are included while you re subscribed. It is not for ecommerce catalogs or multi-page sites ...

... change either way. What I'm more curious about, and why I'm posting this here instead of just writing it up somewhere, is whether people who've actually gone through this have found the cheap resellers to be legit long-term, or whether there's a catch that only shows up after you're already signed up. The obvious warning sign I did find is any reseller offering a one-time "lifetime" payment for permanent access, since Google bills ...

... most of this thread is about how you usually don't. for the ones that slip through, detection's tougher, and for the same reason: your logs and db agree with themselves. a double-credit just looks like two legit credits. only an independent truth source catches it, reconciling your ledger against the provider's record and alerting on mismatches. logs won't save you; they'll confirm the wrong number. same shape as testing, really ...

... generation doesn't 404, and saves. Done. A gentle nudge, never a wall hand-type a model the server doesn't announce as tool-capable and you get a hint, not a block. Compose-only use stays legit. Pure enhancement, zero new surface no new provider, no new tab, no new settings. If the URL isn't an Ollama server, unreachable, or grumpy, nothing renders and the plain form stays exactly as it was. The strongest privacy story an email ... ... local models entirely. also genuinely nice to see an outside contributor's PR land cleanly into a 12-locale, 97-test codebase without it turning into a mess - says something good about how approachable the project actually is versus

... there a real point buried in here" from "is this just someone venting." Pure hate with no actionable claim, delete it and move on. But some of the harshest-toned comments we've gotten turned out to have a legit bug report inside them, and we would've missed it if we auto-deleted based on tone alone. The G2/Trustpilot situation is genuinely harder though. One angry review sitting alone reads as truth. The only real fix is volume ... ... This is garbage, it hung up on my mother" is rude and actionable. "Love the vision, excited to see where this goes!" is lovely and worth nothing. Second, the distinction that changed how we respond: hate at your product versus

... only means "look here." A finding exists only if the code at that endpoint has a reachable damage path: a refund route missing an ownership check, user input reaching a query/command, that kind of thing. A legit user hammering an endpoint that's actually well-guarded , we return "no damage path," however weird the traffic looked. Traffic-anomaly and exploitability are two separate axes; only their intersection is worth paging anyone. And we make the model show its work ...

... actually matters in a property contract, so buyers aren t left staring at 40 pages wondering what s important. Love your suggestion about flagging non-standard clauses. That s a powerful way to help buyers spot what s routine vs. what might need a closer look or a conversation with their conveyancer. We re already exploring ways to highlight unusual or high-risk terms, and your feedback reinforces that this is a priority. Thanks again for the thoughtful input. Comment ... ... right audience. Comment from Nolan Vu(@nolan_vu): @thenameisarian  Interesting, alternative

... talks about how disorienting that shift feels in the first few months. Your idea of the "TAM receipt per deal" (customer signature + executive sponsor + compliance reviewer all named) as a portable strategist credential is honestly brilliant. That's a legit format that builds a track record way stronger than LinkedIn ever captures. Would genuinely love to walk through this if you're open to it, feels like the kind of framework that could reshape how AI strategists get evaluated moving ...

... from Janette Arsenault(@janette_arsenault): Photos! I have so many photos that are all named something like "image #5849". How do you organize them? Comment from Kseniia Che(@kseniia_che): Downloads, of course. But screenshots are becoming a serious competitor. And then there are my 20 open browser tabs, which seem to worry other people more than they worry me Comment from Suzy Chase(@suzychase): Legit

... want isn't just a ping, it's a lightweight summary of what happened while I was gone so I can pick up without the mental scramble. Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs. tell-it-to-revise vs

... community! I m Nacho, solo founder of Balders and yes, I built this because I m losing my hair and the process of finding a legit hair transplant clinic in Spain was a nightmare. No clear info, no way to compare, no transparency on prices or techniques. So I built the thing I wished existed. Balders is a marketplace where patients in Spain can find and compare verified hair transplant clinics filter by city, technique, and budget and book consultations ...

... tiny script asserts expected substrings ("breadcrumb says Files / file.go", "row 3 highlighted"). Cheapest entry point, no new deps. 2. PNG / SSIM diff against baseline. Catches layout shifts the textual pass misses, but fragile across OS/font renderers every legit UI tweak forces a baseline refresh. Skipping until someone actually needs it. 3. charmbracelet/x/exp/teatest. The test-oriented sibling of vhs drives the tea.Model with simulated messages and snapshots the rendered output at model level (no terminal artefacts). Probably the "proper" path ...

... Quick building-in-public update on what we shipped today: - Privacy Policy & Terms of Service pages (finally legit) - Collapsible FAQ on the homepage cleaner, less clutter - AI-friendly setup so ChatGPT, Perplexity & Claude can discover and recommend us - Security headers to protect against common attacks - 40+ page sitemap submitted to Google - Faster page loads with smart caching - Contribution heatmap now auto-scrolls to your latest activity - Structured data for better Google search previews SEO score went from ...

... assisted apps keeps pointing to the same finding. Human interaction measurably improves whether people stick to goals. AI handles structure, but humans handle the emotional follow-through that keeps people from disappearing on themselves. We think this creates a legit new kind of flexible, remote, human work. Not "coaching" in the performative sense. Just being useful to someone at the right moment. Would love to hear from PH builders: have you seen similar human-layer models work in other apps ...

... system currently favors: Existing PH network Insiders with history Hype over real usage instead of rewarding actual product-market fit. If you really want to fix this, there has to be a better way to distinguish bought votes vs real customer support . Right now they re being treated the same, and that s the core issue. Comment from Landon Reid(@galax): Bought votes = rented audience. Real engagement = owned audience. We launched ReadyPermit here. The comments and conversations drove 10x more ... ... with other provisions, it produces a more powerful result? This article states it differently https://help.producthunt.com/en/... Comment from Arphid(@arphid): I actually appreciate that you re weighting votes differently. It makes sense, even if it might frustrate some legit

... Kitty(@ghost-kitty-9591250): Comment Deleted Comment from Ghost Kitty(@ghost-kitty-9588219): Comment Deleted Comment from Athanasios(@athanasios_ioannis): @rajiv_ayyangar  me! I have something interesting to show Comment from Vijay Amin(@verticomply): This looks like a legit opportunity worth applying to $50k floor with a shot at $1M+ is real money, not exposure bucks. The Product Hunt leaderboard visibility is a nice bonus, actual eyeballs from the right crowd. April 13 is close though ... ... have a track of investment in the portfolio? Comment from Germ n Merlo(@german_merlo1): Let's do it! Comment from Krishna Kant(@mediafirstaid): This is interesting We just launched LocalSpy AI today helps local businesses understand why competitors

... bots and fake accounts Improve trust in conversations Clean up spam-heavy communities On the other hand, Reddit has always been built on anonymity , and changes like this could shift how people use the platform entirely. There are also alternative ideas being floated: Zero-knowledge proof verification Device-based authentication Temporary human verification tokens Two questions for the PH community here: If you use Reddit, what would you want: fewer bots or actual anonymity? Should Product Hunt apply the same ... ... websites where you might actually be looking at comments from real people. Comment from Nabeel Ali Hashmi(@nabeelalihashmi): Question: If you use Reddit, what would you want: fewer bots or actual anonymity? Answer: I want my legit

... Solo builder here, won't say much about the product yet but happy to talk shop on the plumbing. Quick version of what I'd tell my past self: Auth - Supabase, Clerk, Auth0, pick one. An afternoon of setup vs. days of building it badly. I tried the days version first, do not recommend. Permissions - this is the sneaky one. Most people check "can this user see this?" in their app code. Way better to push the rule into ... ... tattoos or mockups) Tech-wise I m using: Flutter for the mobile app Firebase (Firestore + functions) OpenAI + Replicate for image generation (testing multiple models right now like DreamShaper, Flux, Ideogram) Biggest challenge so far has been balancing quality vs

... time savings readout could make always-on GPS a no-brainer if it's anonymized and opt-in for leaderboards...I'd chase that $4 commute win. Leaderboard feels like a fun flex, not stress...top 5% rewards sound legit. Key metric for me: Breakdown of savings by habit (e.g., "braking cost you $1.20") vs

... tool s abstraction. What stands out isn t the 865 pages in 2 days. It s what happened after parity: new revenue pages, SEO wins, accessibility fixes. That s the real leverage. Feels less like no-code vs code and more like: which layer gives you the fastest path to continuous improvement? Comment from Viktoriia (@virtualviki): @custominstall  Topics I'd actually care about: Latest medical research / biohacking - hard to filter what's legit