Case studies

From pilot to production.

Representative deployments, details anonymized. Outcomes from embedded FDE + FDEE pods.

Insurance

Claims triage agents: global insurer

A seven-month pilot stalled on integration and compliance review. An embedded FDE + FDEE pod reached governed production in nine weeks with continuous evals post go-live.

9 weeks

· 9 weeks to production
· 34% faster claim cycles
· Evals running since go-live

Financial services

KYC document agents: fintech platform

Context engineering across CRM and document vaults inside client VPC. FDEE harness caught policy drift before external audit.

6 weeks

· 6 weeks to pilot exit
· Zero audit findings on AI workflow
· 2 hires from pod

Healthcare

Patient intake routing: regional health network

Multi-agent routing with permission-aware retrieval and HIPAA-aligned logging. Client platform team paired from week one.

12 weeks

· 12 weeks embed
· Capability transfer complete
· Pod converted to FTE