... Product Hunt I m Purushotam (LINAPIS) I m building DataSnifferAI because I kept seeing the same painful moment inside growth/marketing agencies: A client asks: What are competitors doing right now and what should we do about it? and the honest answer becomes 3 days + 27 tabs + screenshots + messy docs . It s not that agencies lack tools. There are plenty (cheap + expensive). The real issue is the human hours spent turning noise into something you can confidently put in front ... ... monthly reports, QBRs, or market updates this is for you. What DataSnifferAI is (and what it s not)? It s not yet another CI tool. It s built for agency workflows where you manage many clients and need repeatable

... changed is how many apps users must juggle to meet everyday needs. Groceries come from one platform, food from another, essentials from a third, and local retail from somewhere else entirely. Each app adds friction new logins, separate carts, repeated payment setup, and inconsistent delivery experiences. This Idea Usher review evaluates Limitless , an on-demand delivery platform designed to consolidate groceries, food, and everyday retail into a single hyperlocal commerce experience. Written from the perspective of an independent technology services ... ... single-vertical app. It is designed as a local commerce layer that prioritizes convenience through consolidation. The Problem Limitless Is Solving Users increasingly expect speed and simplicity, but their shopping behavior is fragmented across platforms. That fragmentation introduces repeated

... Product Hunt I m Wilfred builder, vibe coder, and repeat Product Hunt explorer. This is my fourth time launching something here, which means I ve learned just enough to be dangerous and humble. I like building products that live in the cracks the stuff that s obvious once someone finally ships it. Lately that s meant leaning hard into AI, fast iteration, and building in public instead of hiding behind perfect. Some launches worked. Some flopped loudly. All of them ...

... launched a small SaaS on Product Hunt. The problem I was personally obsessed with: YouTube creators get a lot of comments but most insights are buried under noise. People scroll endlessly, reply randomly, and still miss what viewers are repeatedly asking for. So I built Dizora . What it does (in plain terms): Analyzes every comment on a YouTube video Groups repeated

... kick off with an experience that had us scratching our heads for months last year Our product, @Tonkotsu , runs a bunch of coding agents in parallel. They re built on top of Sonnet 4.5 and do coding tasks by repeatedly calling tools to read and write code. We review task failures daily and started noticing something strange: some sessions would devolve into an infinite loop of Sonnet repeating

... living in someone s head this was built for you. What Quick SOP helps you do Create clean, step-by-step SOPs using professional templates Add photos to each step so instructions are crystal clear Duplicate SOPs for faster repeatable workflows Export a polished PDF for training, compliance, and consistency Who it s for Operations / production supervisors, small business owners, and anyone building repeatable

... entirely. That s the real gap Dizora exists for. We didn t build another comment summarizer . Summaries tell you what happened . Creators need to know what to do next . Dizora answers questions creators actually struggle with: What are viewers repeatedly confused about? What are people criticizing but I m missing? What should I fix before my next video? Which feedback actually matters vs

... suffered, the platform would fail. So instead of building one app with roles bolted on, we treated this as three journeys sharing the same data backbone . User Experience: Reducing Friction Where It Actually Hurts One lesson we ve learned repeatedly: Payment platforms live or die by friction tolerance. Originally, the system used OTP for every login. On paper, this looked secure. In reality, it was annoying, especially for repeat

... wish were in a Chrome toolbar calendar? Is one-click meeting join alone enough, or do users want deeper video conferencing controls (e.g., auto-select camera/mic, auto-record cue)? 2. Workflow & usability Do people prefer toolbar popups vs side panels or new-tab widgets for calendar overview? What views are most used daily agenda list , week , month ? 3. Notifications How important are smart notifications ? Should they include snoozes, repeat

... built KeywordSentinel after a pattern kept repeating for me. I d stumble across conversations after the moment had passed: someone asking for a tool, complaining about a competitor

... data but creators treat them like noise Every creator reads comments. Very few use them. Not because they don t care but because once a video crosses a few hundred comments, feedback collapses into chaos. You see: scattered praise repeated complaints the same questions asked 40 different ways sarcasm, jokes, trolls, and real pain points all mixed together Your brain is not built to aggregate that reliably. It s a pattern-recognition problem disguised as engagement. That s where Dizora ... ... comes in. Dizora analyzes YouTube comments and turns them into decision-ready insight: What your audience liked (and why) What confused or annoyed them What they re repeatedly

... adds up fast. In the blog, we walked through a realistic scenario: 40 messages per conversation ~200 tokens per message 1,000 daily active users 3 conversations per user, per day Without summarization, the same history gets re-sent repeatedly totaling: 492M tokens per day ~14.7B tokens per month $36,900/month (at $2.50 / 1M tokens) We shipped Conversation Summaries . Older segments of a chat get automatically compressed into concise summaries, while the most recent turns stay fully intact preserving accuracy ... ... turned on, that same scenario drops to: 36M tokens per day $2,700/month ~93% cost reduction Completely runs in the background meaning: conversations stay long latency doesn t change users don t see summary artifacts you stop paying for repeated

... Seeing the same feedback again and again slows learning. Giving it again slows teams down. PRFlow handles repeatable checks automatically, so human reviewers spend time on things that actually change how code evolves. If this resonates, you can check it out here : https://www.graphbit.ai/prflow Comment from Musa Molla(@musa_molla): @puja_sharma13  Exactly. When reviews stop repeating

... computer reads your 2D floor plan, understands the architecture, generates photorealistic 3D scenes with materials, lighting, and furniture - all automatically. Why this matters        97% time reduction:  40 hours vs. 40 minutes per iteration. That's not incremental, that's transformational.        Design exploration at scale:  Instead of picking one design direction and hoping it's right, architects can explore 10+ variations and make informed decisions ... ... SketchUp modeling (hours)       Manual materials & lighting       Overnight rendering       Client feedback       Repeat

... search engines don t magically understand brands. They learn through repeated queries, across languages and locations, over time. With AI Engage, we re actively educating Google AI Search, ChatGPT Search, Perplexity, and Microsoft Copilot about brands using automated, geo targeted campaigns that mirror real user behavior. Instead of waiting for AI to figure it out, we re treating AI understanding as something you can deliberately influence at scale. If you care about how AI systems describe, cite, and recommend your ... ... building in. Happy to answer questions about how this works in practice. Comment from Josef Holm(@josefholm): @kombib  Exactly. That s the shift. AI understanding is not a one time discovery event. It s conditioning over time through repeated

... tried almost every growth tactic I could think of over the last few months. Some were huge time sinks, some quietly compounded and ended up carrying most of the growth. Writing this out so others don t repeat the same mistakes. Context: We re building a no-code tool that helps non-technical people build apps - think Cursor or Bolt, but way simpler and friendlier. Less developer-first , more I just want something that works . What actually worked 1/ Product ... ... once. If you stop early, you never see the upside. Also: X loves Product Hunt launch announcements Reddit not so much 3/ SEO (but not generic content) Instead of generic AI app builder blog posts, I focused on: Competitor

... comment? , Upvote, upvote, upvote I get it the goal is to hit TOP 1. But maybe if you connected with key people and built deeper relationships, gaining genuine attention from the community would be much easier. 3. Repeat launches One of the best things about this platform is that you can launch again whenever you introduce a significant update to your product. You can continuously build awareness among new audiences. Take advantage of that when you can. And what about ... ... probably asking for upvotes from their connections and new people. At least, they are not bots :D Comment from Nika(@busmark_w_nika): @rishiraj_gupta  Interacting and leading convo (even in comments) :) Comment from Jose Sanchez(@norteapp): Repeat

... name of your product. That's the thing people will say out loud all the time (hopefully), so it must be cool. That means it must be: clear (your user shouldn t need a dictionary); memorable (easy to repeat without butchering the pronunciation); unique (ideally not shared with other tens of AI-powered apps). If you choose a bad name, it can confuse others, get lost in feeds, and be very difficult to get into people's minds. Here ... ... number 1 and start again. 3. Say it out loud If it feels weird to pronounce, it ll feel even weirder to share. Your name should sound like something people want to talk about. Pro tip: Avoid repeating

... Example: If your first batch costs 10,000 and you want a 30% buffer for fees and logistics: Funding goal = 13,000 Fundlify tracks progress and displays real-time updates to customers. Step 2. Communicate with Transparency Trust drives repeat sales. Keep customers informed: Production started Any delays or updates Expected fulfillment date Transparency builds loyalty. Step 3. Turn Backers Into Customers After your campaign ends, your relationship with backers doesn t it evolves. Because Fundlify is fully integrated with ... ... early access, or offer exclusive incentives. This is how Fundlify helps you turn backers into long-term customers, and customers into brand advocates. You re building a customer community, not just completing a transaction. Step 4. Scale the Model Repeat

... queries based on the channel s profile; fetches fresh sources. Curation: ranks/dedupes content; filters low signal links. Writing (Reasoning LLM): produces short, engaging posts in your voice (first person OK), with optional A/B style overlays. Quality gate: similarity vs channel history (to avoid repeats

... product. Rewrites look impossible because years went into the current codebase. The practical path is surgical change. Tackle the few problems that steal the most hours, validate the result, then move to the next. When bug loops and repeating tickets drop, you regain time for real iteration. What this is? A concise UX strategy and design approach that helps a growing team turn a working but messy product into a scalable, user centered one without a risky rebuild. The goal ... ... with evidence of time loss. Identify the 3 issues that generate the most bugs, tickets, or failed user tasks. Fix them end to end so they stop recurring. Verify by watching ticket volume and error rates for that area. Repeat

... have this habit of opening a temporary chat in ChatGPT for a quick question, and then realizing I actually need that same context in another chat. So I end up repeating myself all over again. Another time, I was discussing my vibe coding idea with ChatGPT and got curious how Claude would handle the same question. So I repeated

... online, you ve likely seen this: a tool says free, you edit, and only at download you hit a paywall, forced login, or a watermark across every page. I ran simple checks across popular sites and saw these patterns repeatedly. What ours does differently (Windows/Edge/Chrome): No signup, no watermark download clean files. Client-side first most edits run in your browser for speed & privacy. Ephemeral conversions heavy tasks (DOCX PDF, PPTX PDF) use a short-lived server job; files ... ... auto-deleted after completion. Reproduce these checks yourself on Windows: Open DevTools Network in Edge/Chrome. Add text to a PDF and export. If basic edits don t POST the file, they re truly client-side. Try Offline (DevTools) and repeat

... timely - and valuable for the PH community. Two weeks ago I saw Yuval Noah Harari at the Barbican. I love his work, and as I ve got older I ve become more learn from history. Human behaviour seems to repeat - because, at least in my non-scientific understanding, the only thing that doesn t change is that we re human. His talk (for Nexus) was about social media algorithms - and now AI - reshaping us. It was brilliant and a little ... ... goals. Reels cares about watch time and share-ability, so you need to think about % of view completion and getting shared in DMs. This is why so much brain rot dominates our feeds - it s engineered to be watchable, repeatable

... issue with AWS is that its too vast, and creating infrastructure using existing IaC tools only led to more confusion because I had to manage so many resources and keep small details in my head all the time. Repeating the same setup for multiple projects was a headache. So I started categorizing my infrastructure into more logical models I understand - like a region, server, deployment, and so on. Soon I realized that I can standardize these models to create pretty ... ... devops. What this tool will do for you is, Helps you write small modules that encapsulate a part of your infrastructure. Combine multiple modules to generate your final infrastructure. Share and standardize these modules with best practices to create repeatable