Question

Your engineering team at a regulated financial firm has adopted GitHub Copilot. During a code audit, a compliance reviewer asks how the team ensures transparency about which code was AI-assisted, so that reviewers can apply appropriate scrutiny and the organization can demonstrate responsible AI governance. The team currently uses Copilot heavily but keeps no record of where it was used. What is the most responsible practice to adopt?

Accepted Answer

Establish a team convention to disclose AI assistance (e.g., in commit messages or pull request descriptions) and maintain human accountability through code review of all Copilot-assisted changes.

Answer

Configure Copilot to automatically insert a signed digital watermark into every generated line so the tool itself guarantees traceability without developer effort.

Answer

Rely on Copilot's telemetry dashboards as the sole authoritative record, since GitHub already logs every suggestion each developer accepts.

Answer

Avoid documenting AI usage entirely, because labeling code as AI-assisted could unfairly bias reviewers against it and slow down approvals.