I built OpenThesis after repeatedly running into the same problem with LLM-based company research: the reasoning could be useful, but the financial facts underneath it were often much harder to trust. Wrong reporting periods, inconsistent accounting scopes, missing values, and calculations performed by the model can all quietly affect the final conclusion. OpenThesis takes a different approach: start with official filings, extract evidence first, handle deterministic financial calculations in code, and then let specialized AI agents focus on reasoning, synthesis, and verification. It’s open source and still evolving. I’d especially love feedback on the evidence-first workflow, the research experience, and which markets or research features you’d like to see next. GitHub: https://github.com/zjy1346/OpenT...

OpenThesis — AI Company Research

AI company research grounded in official filings

AI company research grounded in official filings