A backlog, not a prophecy.

Spot supplier, pricing, and demand anomalies across data that rarely agrees.

Turn procedures into role-specific guidance without losing source traceability.

A demand and margin cockpit shaped around the messy reality of small-batch inventory.

Capture the why behind decisions while the conversation is still happening.

Tiny lessons that advance only when recall and pronunciation evidence exist.

A compact replay surface for finding where a long-running agent went off course.