Comment by sjt-at-rev

Pulling KPIs from SEC filings is trickier and more error prone than it looks at first blush, and the risk of plausible land-mine hallucinations is still a deal breaker for a lot of serious finance folks. Our solution is a carefully engineered pipeline to process them offline, then MCP/API servers to flow them into agents on demand. Every data point links back to the specific line in the filing it came from. Supports derived metrics (implied Q4s, per-unit economics, etc.). Honestly, results are pretty amazing, e.g. with Claude...