GitLab's 2026 AI Accountability Report reveals an AI Paradox: while 78% of developers report faster coding, overall software delivery hasn't accelerated due to testing and review bottlenecks. Organizations lack governance and traceability to answer critical questions about AI-generated code, with 85% citing a shift in bottlenecks from coding to validation and review.