
Services
Models drift in production, suppliers change pricing, and what worked at launch becomes a liability 6 months in. We build the lifecycle layer most teams skip.
How it works
Evaluation suites that catch regressions before users do.
Human-in-the-loop checkpoints on the decisions that matter.
Version pinning with documented upgrade paths.
A retirement plan for every model you depend on.
Output
A model registry your operators can run from.
A regression evaluation suite, runnable in CI.
Documented HITL checkpoints with audit trails.
A version and retirement schedule for every model in production.
Cost: TBC — engagement-based





















