Most “AI projects” fail because the company still has no system of record. We fix the software path first, then attach retrieval or agents where they remove rework.
Approvals, inventory, orders and roles in one place so people stop reconciling three spreadsheets.
The same IDs on a phone, a PDA or a mini program—so the floor and the office are not two companies.
Useful after contracts, SOPs and SKUs can be retrieved. It will not invent a warehouse location.
Drafting, routing or watching a queue—only when the tool calls are deterministic and logged.
Diagnose → scope → build → measure → only then tune models
Proof-of-concepts are allowed. Production is a maintainable service with backups, permissions and an owner. We will not sell a GPU invoice as a substitute for master data.