AI agents for business workflows — after the API is real

An agent is useful when it can call deterministic tools with an audit trail. It is not a substitute for approvals, inventory truth or a WMS.

Tool calling is the product

A demo that "talks like a clerk" is not an operations agent. Production means named tools: create a ticket, fetch a document, post a draft for a human. Every call is logged. Every permission is the same permission the UI already uses.

Chaos plus an agent is still chaos

If nobody can say who approves a contract or where stock sits, an agent will route work into the same fog. Fix the workflow in software first. Agents sit on a stable API, not on a pile of PDFs.

Human in the loop is not optional

Posting to finance, shipping a pick or changing a price should stay a confirmed action. Agents draft and watch queues. They do not silently become the system of record.

How we scope the work

List the tools, the audit events and the failure states. If the floor is the bottleneck, that is a WMS conversation. If the office is the bottleneck, that is custom software. The agent is a later increment.

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