A consulting firm wants to roll out GitHub Copilot to business analysts who handle client roadmaps in private repositories. Leaders need to protect client data, control who can use Copilot, and track adoption risks. Which governance, privacy, usage, and risk control review best supports a responsible rollout?
Select an answer to reveal the explanation.
Short Explanation
Rolling out AI without guardrails is like opening every office door at once. You'll stay safer by checking access, privacy, and audit logs before you widen access.
Full Explanation
The responsible rollout requires joint governance, privacy, usage, and risk control, which is why reviewing repository access policies, Copilot data handling settings, usage analytics, and audit logs before expanding access fits analysts handling client roadmaps in private repositories. Access review enforces least privilege so only authorized analysts expose roadmaps to Copilot, data handling review clarifies retention and exclusion boundaries that protect client confidentiality, and analytics with audit logs show who uses the tool and where risky use emerges. The training-centered approach that enables safeguards and monitors analytics but leaves repository access unreviewed fails on governance because broad permissions can still expose sensitive roadmaps despite good training. The seat-assignment approach that reviews access, analytics, and audit logs but omits data handling settings fails on privacy because use proceeds without confirming retention or reuse of client content. The restricted phased approach that tightens access and confirms data handling for approved analysts but omits analytics and audit review fails on risk oversight because leaders lose visibility into adoption and misuse. For exams, favor the complete pre-expansion review over partial best practices addressing only access or privacy. As a practical check, reconcile Copilot seats with current repository permissions, document retention settings, and assign owners for recurring analytics and audit reviews.