... Product Hunt community, we have just launched a pilot version of ScentRev - an AI-driven fragrance engine that matches you to the perfect perfume based on your personality, mood, and lifestyle. Most peopele don't struggle to buy a perfume, they struggle to choose one. the same happed to us after spending hours at fragrance counters only to leave with something that didn't feel like 'me', and finding the perfect layering perfumes would consume even more time ... ... Contextual Matching : Recomendations aren't just based on what you like, but where yyou're going whether it's office room or an outdoor. Personality Quiz : just a short personality quiz that delivers a recommendation that feels personal. Data-Driven

... changes are grouped by task in isolated worktrees, so when two agents disagree you see the divergence per-task before anything hits rather than in one giant broken PR. On top of that, a verifier agent explicitly checks spec vs reality and flags inconsistencies before your team validate the PR and do a merge, which is aimed directly at the hidden disagreement problem you re describing. Please let us know if you try it and share your experience with ... ... conflict resolution when two of them disagree on approach. a living spec doesnt fix that, it just makes the disagreement harder to notice until the PR is already broken Comment from Sai Tharun Kakirala(@sai_tharun_kakirala): Spec-driven

... started looking into some of these policies, especially those related to AI training and data usage. I realized how much important information is hidden in documents that most users never read. That s why I built PeekPolicy , a community-driven platform where people can break down company terms, privacy policies, and data usage into simple explanations. Users can highlight important clauses and rate aspects like transparency and data usage. The goal is to create a resource for company policies ...

... Name: 8x8 Tagline: The AI-powered Web3 ecosystem for crypto trading, staking, and next-gen utility Short Description: 8x8 is a fully automated Web3 ecosystem combining AI-driven crypto trading, staking, mining, NFTs, gaming, streaming, marketplaces, and more. Built for millisecond-level tracking, 8x8 empowers users to trade, stake, and interact with crypto assets 24/7, while AI self-optimizes, learns, and adapts to improve strategies. Users can vote on features, request new tools, and earn rewards bridging utility, gaming ... ... chains. Autonomous AI Trading: Trades 24/7, self-learns, and responds to user requests to build new HUB tools. Full Web3 Ecosystem: Includes mining (via device power or staked NFTs), gaming, staking, NFTs, streaming/radio/TV, terminal/workspace, marketplaces, stores, and more. Community-Driven

... Rankfender , we've identified clear patterns. Certain content types get cited 3x more often than others. Here are the 7 content types that win AI citations with real examples you can steal. First, the data: Content Type Citation Rate (vs. average) Best For Comparison pages 3.2x higher "X vs

... manually syncing schemas, API routes, and frontend types. It felt like I was spending 80% of my time on "plumbing" and only 20% on actual innovation. That s why my team and I decided to build ObjectStack, a metadata-driven engine designed to automate the heavy lifting of software development. Our goal is simple: allow developers to define logic via metadata and let the engine handle the rest. We are currently in the early stages, also dogfooding our own engine ...

... schema 71% 19% Cite data sources 68% 27% Part 3: What content wins AI citations? This is the question everyone asks. Here's the data: Top 5 content types by citation rate: Comparison pages (X vs Y) 3.2x average Structured FAQs 2.8x average Data-driven

... answer first. If they find it immediately, they cite it. The structure makes extraction easy. Step 2: The Comparison Page Template Comparison pages drove 40% of our citation growth. Here's our exact template: Title: [Brand X] vs [Brand Y]: Which is better for [use case]? Quick verdict (100 words) Who wins and why One sentence summary Feature comparison table Feature Brand X Brand Y Feature A Feature B Feature C Price XX YY Detailed breakdown (by feature) How each ... ... data works. What we tested: Data Type Citation Rate Original survey data High Industry statistics (cited) Medium-high Internal case studies Medium Generic statistics (no source) Low Opinion without data Very low Our approach: We started publishing one data-driven

... simplest distribution levers on Product Hunt. Shoutouts are meant to pay it forward and highlight the tools that helped you build. But beyond goodwill, they create durable distribution for your product on Product Hunt and across LLM driven discovery. When you shout out a product during launch, it becomes a founder review on that product s page. Founder reviews sit above regular reviews and include a link to both your profile and your product. That means your product ... ... have also invested heavily in LLM visibility . Product researchers are increasingly landing on Product Hunt from ChatGPT, Google, and Claude. Founder reviews are structured, attributed content tied to products, which makes them more likely to be referenced in AI driven

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven

... Hunt today! For too long, mobile QA has been a bottleneck, plagued by brittle test scripts, endless maintenance, and the constant struggle to keep up with rapidly evolving UIs. We built Quash to change that. Quash is an intent-driven mobile testing tool that lets you write and run tests in plain language, not code. Imagine testing your mobile app without ever writing a single script, and having your tests intelligently adapt to UI changes with built-in self-healing ... ... whether you're testing on real devices, cloud devices, or local emulators. We believe this approach will empower teams to deliver higher quality mobile apps faster and with less friction. We're incredibly excited about the potential of intent-driven

... Maker s Story "I built this with zero coding background driven purely by my obsession with neuro-psychology." Hi Hunters! I m Grey. I ve spent years obsessed with how the human brain makes decisions the silent war between our logic, our fears, and our ambitions. I ve always wanted a tool that could turn this "internal boardroom" into a professional audit process. There was just one catch: I didn't know how to write code. But I didn ...

... also vibe-debugging. And it hit me: Prompts give you speed. Specs give you control. You need both, but right now most tools only give you the first one. When products get states, rules, edge cases, handoffs prompt-driven workflows just break. Context gets lost, UI and logic go out of sync, agents reinvent things, nothing stays aligned. So I started asking myself: What if vibe-coding was specs-driven

... Major update alert! Context Sync v0.6.0 just dropped with some incredible new features: What's New: VS Code + GitHub Copilot support (our most requested feature!) 2-5x faster database operations File size safety limits (no more crashes) Real-time cache invalidation Async file operations for smoother performance Why This Matters: Remember when we launched and everyone asked "When will this work with VS

... Product Hunt I m Prabu, a web designer & front-end developer from Indonesia. I recently started offering story-driven web design and development services focused on early-stage founders and creatives, people who want more than just a website, but a digital story that connects. My stack includes Next.js, GSAP, TailwindCSS and sometimes Webflow for faster, design-rich builds. Each project is crafted with storytelling, smooth motion, and clarity in mind. I ve just set up my service ... ... Contra: View my service page here Would love any feedback on how I present the offer or suggestions on how to grow as a freelancer in the story-driven

... everyone I ve been pouring time into something I m thrilled to share BananaEditor, an AI-driven smart image editing tool powered by Google Nano Banana technology, built for creators, pro photographers, e-commerce operators, and enterprise teams alike. The goal here is simple: make professional image editing accessible to everyone. No fancy editing skills, no costly software just type what you need, and let AI do the heavy lifting. Whether you want to "enhance contrast and boost colors," retouch ...

... everyone We just launched  Traycer   the spec layer for coding agents. Traycer helps devs plan first and code faster with  spec-driven development . It breaks down high-level intents into structured plans, executes with your favourite AI coding agent, and verifies changes so your large codebase stays solid. We built this after seeing LLM-generated code work once and then break when integrated into real repos. Traycer keeps your agents aligned with what  actually  needs ... ... happen from intent plan diff verification. We d love your feedback: How are you currently using AI agents in your coding workflow? Where do you see planning or verification breaking down? What would make agent-driven

... turn simple contact lists or raw datasets into structured, actionable insights. Instead of wasting hours cleaning spreadsheets or trying to match leads with relevant details, List To Data helps automate and simplify the process. Here s why data-driven marketing matters more than ever: Better Targeting: By analyzing customer data, marketers can create hyper-personalized campaigns that speak directly to their audience s needs. Higher ROI: Smart data usage reduces ad spend waste by identifying which channels and demographics deliver ...

... performance at scale. Why teams choose DevVoid: Because we don t just build software, we build a path to ship smarter, validate faster, and grow stronger. The future of software isn t just AI-powered. It s AI-driven development ecosystems. Ready to explore? Book a free strategy call: www.devvoid.org ...

... brand mentions across these models in real time, analyses sentiment and provides prompts showing how and where the brand is being referenced. It also sends real time alerts when a brand is cited by an AI model and offers competitor monitoring to identify positioning gaps. Thirdeye as one of the most-advanced AI analytics and recommendation platform that helps brands get discovered not just on Google but inside ChatGPT, Claude, Gemini and Perplexity, emphasising that if you aren t cited ... ... platforms such as ChatGPT, Claude and Gemini are becoming the new homepage for information, so brands must optimise for visibility across these models. This shift is supported by wider industry data: according to Nowspeed s guide on AEO vs

... report? I m not an engineer. Just a curious builder trying to bridge the gap between statistics knowledge and real-world business problem-solving. What I Need From You If you're into process improvement, analytics, operations, or data-driven work, I d love: Honest feedback Beta testing (free!) Ideas for growth or new features Support to get the word out Start using it here: https://app.thestatsigma.com for landing page: thestatsigma.com Let s connect I m here to learn, build ...

... Intellectia AI Your AI-Powered Stock Research Platform for Smarter Investing! Investing just got smarter, simpler, and more accessible, thanks to Intellectia AI! Whether you're a beginner or a seasoned trader, our AI-driven platform delivers Wall Street-level insights, real-time analysis, and personalized stock recommendations, all in one place. After a year of relentless innovation, we re happy to officially launch the Intellectia AI Mobile App! Who is it for? Retail Investors Simplify your research with ... ... Live Search Real-time market news, trends, and insights. Technical Analysis Spot price trends, chart patterns, and trading signals. Swing & Day Trading Signals Know exactly when to buy or sell. AI Screener Filter high-potential stocks with AI-driven

... Amodei predicts in 3 to 6 months, AI is writing 90 % of the code and by 12 months, essentially all of it At the same time, tools like Origin AI, Cursor, and Amazon s new Kiro (built for prompt driven codegen) are letting us build and ship products faster than ever . So I m curious: -Are you building MVPs or full apps using a prompt LLM deployed product pipeline? -Which traditional dev layers APIs, infra, state management are still essential ...

... ProductHunters! I m Nithish Kumar an innovative and results-driven AI Developer and Product Strategist with a distinct approach to solving business challenges through data and intelligence. I combine deep technical expertise in machine learning, advanced analytics, and AI system design with a strategic mindset, turning complex problems into scalable, real-world solutions . I m passionate about aligning emerging technologies with bold business visions to build products that don t just perform they inspire . Over the years, I ve worked ... ... improving SaaS products through research-driven

... Product Hunt community, We're thrilled to introduce Core Rank AI , a new Chrome extension designed to help you master SEO in the age of AI-driven search. With Google's SGE, Perplexity, and other AI models shaping search results, traditional SEO needs a smarter approach. Core Rank AI is built to give you just that, right in your browser. What is Core Rank AI? Core Rank AI is your all-in-one solution for advanced, AI-focused SEO analysis ... ... tool that not only checks technical SEO but also assesses "AI-readiness" signals that are becoming increasingly vital. Key Features at a Glance: One-Click SEO Analysis: Get instant audits for both traditional SEO health and AI optimization. AI-Driven