Generative AI drafting 10-K/10-Q footnotes with 99.2% accuracy for IPO-bound startups
A unicorn fintech preparing its S-1 was burning $180k per quarter on external footnote drafting and review.
StartDate fine-tuned a secure, on-premise LLM on five years of the client’s filings plus 10,000 peer 10-Ks. The assistant now generates complete footnote drafts (revenue recognition, leases, stock comp, etc.) that pass Big 4 review with 99.2% first-pass accuracy.
Filing cycle time dropped from 28 to 9 days; external SEC counsel costs fell 71%.