Context: In construction, project margin is often reviewed at billing milestones or close-out, but in reality it is shaped daily on site.

Challenges: Commercial teams win the work, site teams chase progress, and procurement manages spend, so no one intervenes when rework, idle time, or scope creep first appears, until recovery options are limited and expensive by the time margin is reviewed.

Solution: The Project Margin Protection Guidance Agent, an AI agent built using Microsoft Copilot Studio, monitors labor productivity drift and subcontractor inefficiency as they emerge and intervenes during scope and resourcing decisions, flagging repeated absorption of exceptions before margin can no longer be protected.

Impact: Construction firms following this approach see site teams act before small overruns compound, with margin protection becoming a daily execution habit rather than a post-project explanation.