Case studies
Measured AI outcomes on the Gulf Coast
Hours returned, exception rates, cycle time, and dollars recovered—published when we can, anonymized when we must.
Every case below follows the same spine: situation, constraint, what shipped, controls, results, and what we refused to do. Metrics are baselined. Theater is omitted. Public percentage, hour, and day claims stay under NDA until client-approved for release.
Energy services
Field-ticket intelligence
Human-in-the-loop document intelligence for incomplete tickets and coding rework—supervisor gates intact.
Exception rate on ticket-to-invoice · results under NDA
Healthcare admin / RCM
Prior-auth packet assist
Assistive assembly from approved sources with mandatory human submitter review and BAA-ready controls.
Staff hours on packet assembly · results under NDA
Logistics & industrial
POD / invoice exception desk
Match/flag intelligence and ownership map for imperfect scans—payment authority stays human.
Exception cycle time · results under NDA
Want results in this format on your workflow?
Bring one metric and the system list. We’ll tell you if a 90-day pilot is plausible.
Start with one metric—not a 90-slide roadmap
Tell us where cost, throughput, or labor is stuck. We’ll tell you if a 2–4 week assessment is the right next step—or if it isn’t.