Case studies
Anonymized deployments. Real numbers.
Three deployments in production. Customer names redacted under NDA — references available to qualified buyers under mutual NDA. Replace these with named case studies as customers approve.
RFQ-to-quote: 5 days → 4 hours
Customer’s commercial team was processing 80–120 RFQs/week, with 38% never quoted because spec packs sat in the estimator’s queue. Quote Agent now parses every RFQ within minutes — STEP files, PDF prints, customer line-item tables — and routes to estimators with provisional pricing pulled from rate cards. Supply Agent shadows open POs and drafts vendor expediting messages.
Outcome (90 days): RFQ-to-quote time 5 days → 4 hours. Quote-rate 62% → 94%. Win-rate up 7 points. Buyer expediting time cut by ~12 hours/week. [Reference under NDA — contact sales]
NCR cycle time cut 62%
Customer’s QE team was buried under 600+ NCRs/quarter. Drafting + history-pull alone consumed two FTEs. Quality Agent now drafts NCRs from operator photo + voice + drawing tolerance, pulls related history (prior dispositions for the same part/customer/operator), and recommends disposition for QE sign-off. Change Agent automates the ECO-to-WIP impact memo that previously took 8–12 hours per revision.
Outcome (one quarter): NCR cycle time −62%. CAPA-to-closure time −41%. ECO impact-memo time eliminated for 90% of revisions (Change Agent draft accepted as-is). [Reference under NDA — contact sales]
OTD up 11 points in two quarters
Customer’s planner was re-balancing the schedule manually three times a day, often after the floor had already lost an hour. Schedule Agent now reads MES status in real time, surfaces re-sequencing recommendations to the planner, and writes back to MES with sign-off. Insight Agent runs the weekly ops digest the leadership team had been hand-building for years.
Outcome (180 days): OTD 84% → 95%. Planner overtime cut from ~12 hrs/week to under 2. Quote-win rate up 4 points after pricing-leverage signals from Insight Agent. [Reference under NDA — contact sales]
Numbers reflect actual deployments. Customer names, locations, and identifying details have been generalized. Verifiable references furnished to qualified buyers under mutual NDA.