... built Stocks 2 Buy , a platform designed to help investors: Discover stocks and ETFs suited to their risk appetite Compare companies with their closest peers Review fundamentals and AI-assisted research Identify potential entry points using candlestick patterns Build diversified portfolios using the Markowitz model I m preparing to launch Stocks 2 Buy here on Product Hunt on October 22, 2026, and I d love to learn from this community before launch. When evaluating a stock research platform, what matters ...

... code has to follow the rules, and the experiments have to leave evidence that can be reproduced. I think of this accumulation as layers of rock. The Earth keeps its years in stone; a market keeps its history in candlesticks. An AI tool can keep something of each LLM conversation too: code, and a traceable record of how it came about. The code goes into a backtest. The backtest produces data. That data, together with earlier conversations, becomes context ...

... behind Stock Analysis: AI Signals, an Android app for researching US stocks and ETFs. A workflow you can explore in the app: 1. Find candidates with prebuilt or custom stock screeners. 2. Review daily, 15-minute or 60-minute candlestick charts. 3. Check company fundamentals and market research. 4. Add stocks to a watchlist and review AI-assisted signals as another research input. We'd appreciate feedback from people who research stocks on their phones: which part of this workflow ...

... really." And that's not a personal failing. It's a design failure of the tools we're all handed. The tools weren't built for you Open any major brokerage app and you're greeted with candlestick charts, moving averages, P/E ratios, and a dozen other metrics that assume you already speak finance fluently. If you didn't study economics or work in trading, none of that is intuitive, it's a foreign language dressed up as a dashboard ...

... Votap Premium update, and this might be one of my favorite features so far. I completely redesigned politician profiles and rebuilt the charts system. You will be able to view sentiment history by day, month, or year using candlestick charts. But the coolest part is this: You can tap any candle and jump back in time to see the articles and key moments that influenced the score at that time. So instead of just seeing: people supported/disliked this politician here ...

... Votap Premium update, and this might be one of my favorite features so far. I completely redesigned politician profiles and rebuilt the charts system. You will be able to view sentiment history by day, month, or year using candlestick charts. But the coolest part is this: You can tap any candle and jump back in time to see the articles and key moments that influenced the score at that time. So instead of just seeing: people supported/disliked this politician here ...

... Right now, the crypto Fear & Greed Index is sitting at 13. If you opened a traditional dashboard, you'd see red numbers. Candlesticks pointing down. Tables of data. If you opened DeepMarket, you'd see a storm. The surface is churning. Visibility is near zero. The Kraken that's Bitcoin has sunk deeper into its lair on the ocean floor. The Blue Whale (ETH) is drifting slow through dark water. And hundreds of smaller creatures are scattering through ...

... glass-like water and god rays. When it spikes, storms roll in, visibility drops, and creatures scatter. The ocean breathes with the market. The idea started because I found traditional dashboards exhausting. Walls of numbers and candlestick charts are powerful tools, but they never gave me an intuitive sense of what the market was actually doing. I wanted something I could glance at and just feel whether things were calm or chaotic. A few things I'm genuinely curious about ...

... Most traders can see candlestick patterns. Very few can explain why they matter . That gap is what made me build ChartScopeAI ...