The problem
Construction bids are difficult to compare when exclusions, lead times, and scope gaps are buried in different documents.
The approach
- Extract bid facts, then calculate adjustments deterministically rather than ask a model for a dollar penalty.
- Keep source provenance visible and distinguish a registry-verified record from an unverified web discovery.
What the evidence shows
The public repository documents the leveling formula, source provenance, and historical automated checks. The monetary comparisons in its example are sample-data scenarios, not customer savings.
Known limits
Demo-company naming and draft-addendum wording require hygiene work before the live demo is featured. No customer usage, competition placement, legal validity, or independently repeated test count is claimed.