Inspiration
Investment decisions often require hours of research across multiple sources - financial statements, news, analyst reports, and market sentiment. Retail investors especially lack the tools and time that institutional investors have. We wanted to democratize stock due diligence by leveraging AI to do the heavy lifting, giving everyone access to comprehensive investment analysis in seconds.
What it does
Shash is an AI-powered stock analysis platform that provides instant, comprehensive investment research. Users can get quick verdicts (BUY/SELL/NEUTRAL) with confidence scores on any stock ticker. Not only can you use it on the website, but also as a bot in Slack where you talk as if you're talking with the stock genie themselves!
How we built it
FastAPI, AI agents and a slack bot from digitalOcean
Challenges we ran into
unpredictable AI output for JSON.
Accomplishments that we're proud of
Sub-second quick verdicts for any stock ticker Structured, actionable output with confidence scores instead of vague AI responses Seamless Slack integration that feels like chatting with a financial analyst Resilient architecture that gracefully handles AI failures with sensible defaults We are proud of building a slack app for this.
What we learned
Multiple AI services can be chained together for more comprehensive results
What's next for DueDilligence
Alerts & monitoring: Notify users when significant news affects their watchlist Social sentiment: Integrate Reddit, Twitter, and StockTwits sentiment analysis
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