Deliver a fixed-scope assessment and pilot that maps one team's current delivery workflow, identifies suitable AI-assisted responsibilities, and defines human review and escalation points. The engagement produces revised roles, operating procedures, reusable context templates, quality controls, and manager training, followed by a supervised pilot on a real project. Results are measured using delivery time, rework, review load, defects, and developer capacity.

Coding agents are improving faster than most organizations can revise their team structures and management practices. The signals consistently indicate that the next constraint is organizational design and human oversight rather than code-generation speed.