Scenario: Code review pipeline — CCA-F Exam Prep
Your team pushes 200 PRs a week. Human reviewers are the bottleneck.
Average review time: 2 days. Half the comments are style nits. Senior engineers spend 30% of their time reviewing junior code instead of building features.
Your CTO wants AI-assisted code review. Claude reads the diff, checks for bugs, flags security issues, and posts a structured review. Humans still approve merges. You're designing this system.