What is an AI workforce?

An AI workforce is a group of AI agents deployed into production to complete specific, repeatable business work — reconciling invoices, qualifying leads, screening candidates — inside the systems a company already uses.

Unlike a pilot or a chatbot, an AI workforce is measured the way any operating team is measured: volume of work completed, accuracy, turnaround time and cost per task.

Humans remain in control. Every agent operates under explicit policies and confidence thresholds, and work that falls outside them is routed to a person for approval. Every action is recorded in an audit trail.

The practical starting point is not technology. It is identifying one high-volume workflow, redesigning it around what agents do well, and putting it into production with clear controls.