Managed AI Agent Maintenance

Review what happened in the actual work

Maintenance starts with the agent’s agreed job and the available run history. We examine failed handoffs, ambiguous decisions and cases that required a person to intervene. Each issue is connected to the relevant input, output and operating rule so it can be investigated.

The business owner helps separate a technical defect from a changed requirement. A new inquiry category may need a routing decision; a failed connection may need a repair. Keeping those causes distinct makes the next action clearer and keeps prompt edits focused on the problem they can address.

Change prompts and routing deliberately

A maintenance change records what is being adjusted and why. That might be an instruction clarified after repeated misunderstandings, an updated destination for a handoff or a revised exception rule. Changes stay within the approved job and permission boundaries.

We check material revisions against representative examples before accepting them. The comparison includes the failure that prompted the change and previously useful behavior worth preserving. The operating record identifies the new version and gives the owner a way to understand what changed.

Keep the operating handoff current

The runbook should match the workflow people are using. It identifies who handles exceptions, how to inspect a run and which actions require approval. When the process changes, its instructions and ownership need to change with it.

Maintenance reviews use the agreed lane measure and a defined observation period. Completed work, unresolved exceptions and manual corrections can help the owner decide what to improve next. A new operational job or substantially expanded permission set becomes a separate scope decision rather than an unnoticed maintenance edit.

How the work is delivered

1. Review runs and exceptions Inspect the available operating history with the designated owner and classify issues by cause and priority.
2. Tune and verify Make approved prompt, routing or exception changes and evaluate them against relevant examples.
3. Update the operating record Document accepted revisions, current ownership and remaining issues so the team can run the workflow confidently.

Example: a changed sales territory

Illustrative example

An existing qualification agent sends a class of inquiries to an outdated owner. The team approves the revised assignment rule. Maintenance updates the route, checks affected and unaffected examples, and records the new owner in the runbook so later exceptions reach the right person.