The AI pilot worked. What must be true before you scale?
Ownership, controlled access and repeatable evidence turn a demonstration into a decision.
What changed
Microsoft’s August 6 Agent 365 account discusses agent inventories, ownership and coordinated administration, while acknowledging capabilities still evolving. Anthropic’s January 9 evaluation guidance describes clear success criteria and repeated trials. These are provider operating examples and guidance, not universal guarantees of readiness to scale.
Where businesses stumble
A successful demonstration can become permission for wider use without showing how the process handles unfamiliar inputs, competing demands or failures. An unowned agent can remain active after the people or circumstances around it change.
The CBA response
C: confirm process ownership, exception handling and recovery. B: maintain an accurate record of deployed agents, access and agreed performance measures. A: extend responsibility only when realistic testing and operational evidence support it. Include the teams who will use, monitor and recover the process in the decision.
One practical takeaway
Prepare a go/no-go sheet: owner, scope, permitted data and actions, representative tests, acceptance criteria and stop conditions. Confirm who will review performance after expansion.
Right-sized for enterprise
Enterprises need coordination across business owners, IT, security and governance, with controlled access and review records. Expand in stages matched to available support and oversight capacity; a pilot’s enthusiasm is not an operating model.
Sources and editorial context
Business implications are SFG editorial analysis. Provider examples are context, not endorsements or proof of results.