BidLab
Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

BidLab helps small businesses understand how much margin they give up when competing on price. Muse Spark reads Spanish public tender documents, including text and page images, and extracts requirements with exact page citations. A person reviews and approves the results. A deterministic Python engine calculates prices, points and the rules for abnormally low offers. Teams can compare saved trials using their own cost estimates and competitor assumptions. Each decision is saved with its supporting evidence, conditions and open questions. The system does not predict whether a bid will win or invent competitor data. Live evaluation: 12/12 adversarial documents extracted, 18/18 figures hand-verified, 0 critical errors.