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I'm not a finance guy. My degree is in civil engineering, and my career has been in marketing communications. I've never worked at a hedge fund, never had a Bloomberg Terminal subscription, and I certainly never thought I'd end up building a stock analysis platform that processes 1,800 news sources daily.

But here we are.

The Frustration That Started Everything
Late 2025. I'm sitting at my desk, three browser tabs deep into an SEC filing for a mid-cap company I was researching. Another tab had a 47-page analyst report. Another had some guy on Reddit confidently saying the stock was "going to the moon" with zero evidence.

I remember thinking: this is broken. Not the stock market the way regular people interact with it.