Provide a productized evaluation operation that converts customer workflows and production failures into test cases, runs automated and human reviews, categorizes failures, and delivers a prioritized remediation report. Begin as a managed service using established evaluation tools and trained reviewers, then productize reusable test libraries, regression protocols, and release-certification workflows.

Organizations are moving agents into consequential production workflows while hiring dedicated staff to establish evaluation methods. The signals also show that individual metrics and automated judging are insufficient, creating demand for a combined human and automated testing operation.