Notes
Notes on AI operations.
Short, specific notes on putting AI into production for commerce and marketplace teams. No trend pieces, no demos.
AI support triage: what to evaluate before launch
Four numbers, an eval set built from real tickets, and the failure budget that keeps a bad demo out of production.
Read noteAI catalog enrichment: sample before you scale
Why generated product data fails at catalogue scale, and the sample batch that proves it will not.
Read noteInternal AI operations: approvals before autonomy
Permissions, approvals, and audit logs for internal assistants that touch real systems.
Read noteApply it
These notes describe the same method used in client work. If one matches your bottleneck, book a fixed-scope audit.