AI estimating pipeline
A six-stage agent chain that works the way a senior estimator works: plan reader, spec reviewer, estimator, takeoff counts, coverage traceability, and an independent adversarial QC pass — producing priced estimates in the company's existing Accubid deliverable format. Includes a quote-swap processor that folds new supplier pricing into an existing revision while preserving labor and recalculating overhead. Adopted because it lands in the formats the team already trusts.