Santiago Avalos

Built a stock probability engine in 7 months. Finally ready to share it!!

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Hey everyone!! I'm Santiago, developer from Mexico city.

A few years ago I started investing and kept losing money, not because I was picking bad stocks, but because I had no idea what the actual odds were. Everyone around me was using charts, RSI, analyst opinions. But none of that told me: "there's a 31% chance this stock hits +20% in 60 days." That number didn't exist anywhere. So after getting frustrated enough, I just built it myself.

7 months later, working completely alone, ATLAS exists, works and has early adopters. It runs 10,000+ Monte Carlo simulations per stock and gives you the real probability of making or losing money before you touch a single dollar. It factors in volatility, earnings dates, macro environment (rates, VIX, inflation), fundamentals, news sentiment, and daily price movements.

It also lets you deep dive into any company, financials, valuation, quality score, AI signal, and has a public prediction track record you can verify yourself (94.8% accuracy across 200k+ predictions).

Check it out here: https://atlas-stocks.com

Planning to launch here soon!!! Would love any feedback from this community. 🚀

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Rian Robertson

Wow,Santiago! Building a stock probability engine solo in 7 months with Monte Carlo sims and all those factors is seriously impressive...love how you scratched your own itch after losing on investments. Super useful for anyone trading. If you're up for it,I'm launching The Sponge on PH soon...an AI-powered flashcard app with a browser extension that turns webpages into study material via spaced repetition. Would appreciate a follow (link in profile)! 🚀

Santiago Avalos

@rianbrob Thanks Rian! Really means a lot, 7 months of solo work so hearing that feels great. Love the concept behind The Sponge! seems very useful. Following you now, and let's support each other's launches!!