Offer a fixed-scope readiness and implementation package for VP Engineering, DevEx, SRE^?, and platform teams. The service audits current AI-assisted workflows, defines engineering standards, creates evaluation harnesses and quality gates, instruments telemetry, and trains team leads on review, incident, and governance practices. The first version can be delivered manually with templates, workshops, repo reviews, CI/CD changes, and lightweight scripts before becoming a repeatable managed service or software-assisted toolkit.

Job ads across major software companies show the same new mandate: make AI-assisted engineering production-grade, measurable, and safe. The market is moving from experimentation to operational accountability.