... Fine-tuning AI models is still way harder than it should be. Every time I tried, I had to: - find

... everyone! Today, I m excited to share Covely with the community. As a software developer, I found myself frustrated with existing finance apps that were either bloated with features I didn't need or locked behind opaque cloud platforms. I wanted something private, performant, and under my control. I built Covely as a personal finance

... everyone! Really excited to finally join this community I'm Sophia, based in Phoenix, Arizona. I write about personal finance

... sound significant but for me at that time it was something that just flicked my mind. I just realized I think this is a better way than just spending cash on ads. So, then I manually tried to find conversations where my ICP was talking so I posted in wrong threads, got flagged as spam, and eventually got banned. It fucking felt impossible. Every founder knows this pain: the product is ready, but no one knows that it exists ... ... know where to find

... Hello! I don't have a developer background. But I got obsessed with fine-tuning and couldn't find

... made it to the Pitch by Deel Paris finals, you ve got a special Product Hunt launch day waiting for you. We ve partnered with Deel to give finalists

... Today I want to share the story behind MEAI and why I started from such a simple solution like financial agent. MEAI is a company I ran in 2025 Officially we started as MEAI UKRAINE LLC in 2026. I created a PoC trading model that automatically works with orders/positions, calculates risks and makes money by mathematical models. This model was only a proof of it is possible to make dynamic system that reacts on market changes. Okay, but what ... ... should know and I tried to reproduce a behavior of traders. That moment lead me to sparked an idea with a semanctic-based trading. To realize such huge intelligence system I want to make a big research of people financial

... this guide isn't just a quick summary. We're going to go deep. We'll explain exactly what Snaply is, how it works, why privacy matters so much for dictation tools, how it stacks up against every major alternative, who it's best for, and how to get the most out of it. Whether you're a solo professional, part of a team, or evaluating dictation software for an enterprise deployment, this is the most complete breakdown ... ... find

... excited: My first launch on Product Hunt is coming up: Financial Freedom Mentor . I have been researching and writing a lot about financial

... code. It worked locally. We merged. That night, something else broke. A completely unrelated chart stopped loading. No error logs. No obvious cause. We spent 2 hours tracing it back to Claude's change. The filter logic was fine. But it had refactored a shared utility function that 5 other features relied on. It didn't check dependencies. It just assumed. We rolled back. Lesson one: AI doesn't think about side effects. Day 3: The false confidence trap ... ... costs had spiked. Claude was making 3x more calls than necessary not because the code was wrong, but because it didn't understand pricing implications. It called external APIs in loops where a batch request would have been fine

... everyone else missed. The Dataset Parameter Value Launches analyzed 1,000 Time period 2025 2026 Platforms tracked ChatGPT, Perplexity, Gemini Metrics measured AI citations, share of voice, content structure, launch day performance Sample Top 500 + random 500 from leaderboard Finding #1: The Discovery Gap Is Real Academic research confirms what we found: when users search for products by name, LLMs recognize them almost perfectly 99.4% for ChatGPT, 94.3% for Perplexity . But when users ask discovery questions like "What ... ... best AI tools launched this year?" the success rates collapse to 3.32% and 8.29% respectively. That's a 30-to-1 gap. What this means: Your Product Hunt launch gets you known . But it doesn't get you found . Finding

... decided to build FinSim ( https://financial-simulator-wine.vercel.app

... decades, serious financial research has been locked behind expensive terminals. Platforms like Bloomberg, TradingView, Perplexity, and other institutional products charge anywhere from $200/month to $30,000+ per year just to access financial

... ModelForge v3 by @ForgeOpus just dropped, and it's a big one. @Apple Silicon support is finally here! You can now fine

... built something remarkable. The code works. The design sings. Customers who find you, love you. But here's the problem AI will never just know . Unlike Google, which crawls everything and figures it out eventually, AI learns from patterns. And if your product doesn't fit those patterns, you simply don't exist. After analyzing 1,000+ SaaS products at Rankfender, I've identified the 3 non-negotiables for AI visibility. If you're not doing these, AI will never ... ... answer about your category includes comparisons. Always. When someone asks "best CRM for agencies," AI doesn't list one tool. It lists 3-5. And it compares them. The data: Content Type Citation Rate Pages with comparison tables +470% vs

... paid tier feel fair rather than extractive. Comment from yurukusa(@yurukusa): @Nika Yes the biggest one was when we audited our own product and realized the free version had MORE features than the paid version. 10 hooks free vs 6 in the paid tier. Nobody would pay for less. That forced us to rethink: paid isn't "premium features behind a wall." It's "everything free, plus the packaging that saves you time." The install script, the pre-tested config ... ... that's when the $4.99 unlock starts to feel worth it. The key insight for me was: the paywall should hit at the exact moment the user already loves the product. Not before. If they hit the limit and think "fine

... Yesterday I showed you how to audit your AI visibility. Today I'm going to show you exactly what to do with those findings. After analyzing 50,000+ AI answers at 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

... Over the past year I have been building an end to end pipeline for fine tuning, and in doing so, I accidentally came across a problem that apparently not many people are interested in solving, so diverged to build a solution I genuinely believe solves a real problem ... ... fork in the road. The problem we're solving: Industries like automotive, healthcare, legal, and finance

... calls to learn about your product and talk about your process in building it! Comment from Maria Vannicola(@maria_vannicola): Hey @ryan_hendrickson happy to share. I m currently launching Specimen , a mobile-first app for traveling creatives to find and connect with trusted collaborators across cities. I m a non-traditional founder (on-set fashion hairstylist with a business/marketing background), so my stack is intentionally lightweight and fast to iterate. High level stack: Frontend: iOS (SwiftUI) Design: Figma ... ... 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

... human oversight. PS : The above response is from ChatGPT Comment from Abdul Rehman(@abod_rehman): Anything involving finances or private health data stays human-controlled for me. Convenience isn t worth that risk. Comment from nim(@sup_nim): honestly i think the trust issue comes down to scope. i trust ai way more when its doing one specific thing really well vs

... machines. Delivery personnel struggle with inconsistent payment acceptance. Meanwhile, users juggle multiple apps for transfers, bill payments, and card transactions. This Idea Usher review looks at JabaPay , a mobile-first digital payment solution designed for users and businesses in Finland . From a Product Hunt, builder-to-builder perspective, this review evaluates JabaPay not as a marketing story but as a systems-level attempt to modernize everyday banking. At its core, JabaPay asks a direct question: Can a mobile app replace ... ... adopt digital payments fully. Merchants incur operational costs just to accept card payments. This Idea Usher review identifies JabaPay s strategic positioning as a bridge between consumer trust and merchant affordability. What JabaPay Actually Offers JabaPay consolidates multiple financial

... Hello Producthunt! We re building Truedge , an agentic finance system that accelerate month end close by 70%, with built in AI forecasting, budgeting, and FP&A. When you give AI agents the ability to orchestrate finance

... everyone! For the past few months, I ve been building FireNation a completely free online tool to help you master your personal finances . Whether it's budgeting, retirement planning, or tracking investments, I wanted to build something that handles it all in one place. The platform gets better with every new user , so I d love for you to check it out and give me your feedback. I m confident you ll find

... Many real-world systems still rely on fingerprint scanners, but modern web applications have no straightforward way to work with biometric hardware. This solution was built to close that gap. It allows fingerprint

... accurate we went from 5% activation in June to now being over 50% (chart below generated in Basedash, of course ). Activation for us involves a company connecting their data to our platform, which can be quite a difficult task (finding database credentials, checking with their security team, and often self-hosting Basedash on their own infrastructure), and then actually building a dashboard or asking our AI a question. So, how does the AI work? First, we gave it access ... ... from our product database, to Stripe, to Segment, to our internal Slack, and everything in-between. The agent can explore all of this data incredibly efficiently ( cough unlike MCP), look up public info online, and reason through anything it finds