... longer so difficult to finance things from your own resources bootstrapped (except for promotion or hardware-intensive solutions). I have always saved money and tried to do things myself (what I didn't know, I learned to do to save on financial

... everyone, I m Elisa and I recently started building FinFlow. For years I struggled with budgeting, raising a family, and trying to stay on top of bills and financial

... everyone My background has mostly been around enterprise operations, supply chain workflows, and finance execution processes. While working closely with these systems, I kept noticing how much finance

... Product Hunt community! I've been working on FinTrackrr ( fintrackrr.com

... 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

... Over the last few weeks, I reviewed more than 15 vibe-coded fintech and startup-style web apps. The surprising part was this: Even when teams were using AI coding tools, security agents, framework defaults, and modern deployment platforms, I still kept finding

... 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

... minutes (or even better - seconds). People don't pay for features; they pay for the difference between 'before' and 'after'. I learn that, free features should deliver the core result. Paid features should offer the luxury of choice and fine-tuning. So, once users trusts the tool because it solved their immediate problem, they will pay for the privilege of tailoring it to their specific needs. Comment from Rihab Lahmaidi El idrissi (@rihaboo): I see free as onboarding, not limitation ... ... insights are indeed a different ballgame compared to software. @mario_gomez I really appreciate your perspective. Being self-funded definitely changes the 'free vs

... 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

... subscription and has quite a low barrier to entry with your $1.99 credit pack. If you have some time in the coming days, I'd love to talk with you about your stack and process. You can find a time that works for you here , or let me know if none of these times work. Comment from Robert Vassov(@robert_vassov): @ryan_hendrickson  Yea, I specifically developed it because there limited tools to help those who wanted ... ... collaboration on building a robust API engine for crypto data :) Comment from Robert Vassov(@robert_vassov): PrivateACB Desktop crypto tax calculator for Canada, US, Australia, and UK. Stack: - Tauri (Rust + React/TypeScript) Desktop app, not SaaS. Rust handles all the financial

... company's own offerings are what erode trust fastest. The tasks I'd still keep human: anything involving exceptions, emotional escalations, and final purchase confirmation. Agents are great at gathering context and doing the first 80% humans close the loop on the sensitive 20%. Comment from Vitalii Baranov(@ljresetl): I would never grant an AI agent: Final