... want proof of its effectiveness, not a story of how important it is. Fifteen seconds of proof will do. Have you tested a raw clip against your video? Wondering if this holds true outside of developer tools, since my hunch is that a consumer audience would expect something else, but have no proof of this. Comment from Destiny Elle(@destiny_elle): I d be curious whether the same result holds when the product needs explanation before the value is obvious ...

... HUNCH is an interactive scam-awareness game built around a simple question: can you recognize a scam when you re actually put in the situation? Instead of presenting scam awareness as a list of rules, HUNCH

... 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

... 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 ... ... know what a scam looks like it s to see whether you can recognize one when you re actually making the decision. HUNCH

... Meet HUNCH a game that puts you in realistic scam scenarios and asks one very important question: Would you actually spot the red flag? You ll have to make decisions under pressure, trust your instincts, and see how good your scam radar really is. I got tired of seeing DON T CLICK SUSPICIOUS LINKS everywhere and thought okay, but what happens when someone actually puts me under pressure? So I made HUNCH

... enough that the preview card isnt the first thing anyone sees. worth saying plainly that i dont have a controlled test of my own on this. its from watching rather than measuring, so treat it as a hunch with a mechanism attached rather than a finding. the mutuals part is the bit id actually bet on. early reach on x seems to depend on whether the first handful of people who see it have some relationship to you, which ...

... clean headline. The 5.5x stops being a number and becomes a distribution, and the interesting part is the tail: the run where the tool commits to a wrong path early and you pay for the entire detour. My hunch is that most of the real cost difference between these tools is not median efficiency at all. It is how often each one produces a confidently wrong answer that survives a first review. That is the failure that costs ...

... product mentioned in ChatGPT or Perplexity answers, and the data keeps pointing somewhere that makes me question the whole "GEO/AEO" hype. Ahrefs looked at 75k brands and found branded mentions correlated with AI visibility way more than backlinks 0.664 vs 0.218. It's correlation, not causation, so take it with salt. But the gap is big enough that I can't ignore it. Which makes me wonder if we're overcomplicating this. Maybe AI visibility isn't a new discipline ... ... just a distraction: While off-site reputation is the foundation, there are very specific, tactical things you can do right now that go beyond traditional PR: Intersect Backlinks with Cited Links :  Comparing where you have traditional links vs

... lists are guesses. For this one we looked at job posts where businesses are already paying people to do a task by hand. When five separate companies each hire a freelancer for the same thing, that is not a hunch, that is a budget written down in public. A few that came out of it: Chain of title automation for messy real estate deals. Four different clients, $135k of combined spend, all paying humans to trace deeds and track down ...

... code : Sees you have both Stripe and Paddle installed. Reads both webhook handlers your Paddle one has no idempotency check (line 16); Stripe dedupes fine. Tells you: "it's your Paddle handler." A fact from your code, not a hunch. And when the code genuinely can't tell them apart, it does the thing most AI tools won't: it asks you instead of confidently marching you down the wrong path. In a year of tools that hallucinate with total ...

... algorithm. It feels a lot like a patience game. For context, I had one video recently reach about 35k views, and that brought in 30 sales. Not millions of views by any means, but it gave me a hunch that it's just a matter of time and trying enough attempts until a video really lands Comment from Anthony Adams(@anthony_adams_): Seven days feels way too early to call it a success or a failure. I'd pay more ...

... with web-only distribution (no MS approval needed) while building trust signals - Use a publisher or established partner who already has store access - Build an audience first (social media, PH launch, etc.) so Microsoft sees you as legitimate - Consider alternative stores or sideloading options The bigger question: As more people use AI to build apps, will platform gatekeepers become even stricter? This feels like the beginning of a new kind of "app inequality" where having a verified developer account becomes ... ... guessing again with one fewer attempt spent. The ticket is the only step in this whole process that produces a reason, so let it produce one, then resubmit against a confirmed cause instead of a strong hunch

... proving which agent authorized a transaction. For people building agents, APIs, or paid online services: what payment and authorization model would you actually trust? Comment from Ghost Kitty(@ghost-kitty-9651122): Comment Deleted Comment from James(@jbrio): My personal hunch here would be that an agent should automatically pay below a predefined limit, but also it should never purchase things more than a certain amount of times within a specific time period (let's say, no more than 5 purchases ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... speed increases. It's easy to ship fast. It's harder to ship fast without accumulating invisible debt that surfaces six months later. Curious if the data shows any correlation between AI tool adoption and team size my hunch is the 1-3 person teams are capturing disproportionate upside here. Comment from Vojt ch Ho ava(@hustlerv): Hello, is necessary for me to use Supabase when im using Firebase from google rn? Can you tell me which is better or better ...

... 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 ... ... would you recommend to someone launching on Product Hunt? Comment from Alexey Glukharev(@alexeyglukharev): @chrismessina   OceanMind . It s a health and wellness app. Right now, we re focusing on personalized practices to help reduce anxiety and promote calm. Competitors

... prototyping, we ve launched the Cardio Speeder a machine that turns a "ride" into a "flight." Why it s different: Orbital Mechanics: Upper body bars turn cardio into a true full-body HIIT session. Ergonomic Breakthrough: Eliminates the "hunched" posture of traditional trainers. Micro-Mobility Future: This is the first step in a new ecosystem of Martoni motion products. We re live on Kickstarter today and would love the support of the PH community! https://www.kickstarter.com/proj... ...

... What other well-known products are out there waiting for the Bending Spoons treatment? Or: Which product above would you like back to its pre-Bending Spoons version? Comment from Jeff Benson(@jeff_benson1): @abod_rehman  My hunch: They may have succeeded in improving the products but not making them more financially lucrative. It's hard to kill your own darlings; easier for someone else to do it. Comment from Abdul Rehman(@abod_rehman): I wonder how many ...

... thoughts about my progress or if I'm doing something wrong which potentially leads me to get on my screen. I'll also love to go have lots fun outside which i haven't since i always get this hunch that I'm wasting time and should be doing something valuable. Currently just surrounded by potential workmates and friends who I've been building with. How about you? Comment from Joshua Nlebemchukwu(@joshua_nlebemchukwu): @dbul  Which isa great move ...

... that, we weren't even a consumer software company. By January, we were seeing long posts on LinkedIn and X about how the product had changed people s lives. We also saw ~20% of our users convert to paid (vs. the usual 3 4%), and organic growth of ~90% month-over-month in January and February. On average, users were doing around 100 dictations a day and typing only 25 30% of their total input on a keyboard ... ... real product problem is turning a messy spoken stream into something you'd actually paste into Slack. Interesting too that the privacy instinct from the wearable days carried over. Did the pivot change how you weigh latency vs

... capturing deliverables. Comment from Edward Michaelson(@emikes919): I saw fathom on a video call, downloaded it, and never looked back. It's great. I don't see a lot of opportunity to meaningfully differentiate in this space, and my hunch is that prices will come down or there will be consolidation. Like yeah, the quality of the notes can be better from one app to another, but the rising tide of AI progress will lift all ships here. Other than ... ... that, all the cool features I've seen introduces can be pretty easily copied by all well-funded competitors

... ecstatic we've finally launched. Senvi is your personal wellbeing tool, combining daily mobility routines with breathing exercises to promote health and productivity. The mobility routines are personalised to your posture at work. Whether you stand, sit or even hunched over like a dentist, Senvi will create a routine that helps your specific aches and pains. There is a 1 week free trial with no card details required so you can try without any commitment or worry ...

... After building sticklight.io for 6 months, we're now talking with product leaders about building hunch.dev . The idea: An AI-powered product analyst that researches hunches, detects KPI changes, and finds root causes automatically. Assuming you can ask Hunch

... many different use cases but none of the use cases are differentiated, I think this must be terrible at everything because there are too many things here for it to be good at everything. I have a hunch that you actually built this to do one thing well, and then added a bunch of features on top. I'm wondering what that one thing is and how you do it better than everything else that's out there. Comment from ...