AI-Enhanced Estimating
Real Groq inference on every quote — complexity score, suggested price range, and a plain-English rationale logged for audit.
Portfolio case study · Custom manufacturing
AI-enhanced quote estimating
for the labels and converters that ship the world.
Estimators describe a job; the system returns a complexity score, a calibrated price range, and the reasoning behind it — logged for every prediction, on every quote.
Real-Time Reporting
Pipeline value, win rate, conversion, and AI confidence — surfaced as soon as the quote lands, not the next morning.
Catalog-Driven Workflows
Real product catalog, materials, industries and certification premiums baked in. Estimators pick from what actually ships.