~2× coding throughputMcKinsey: GenAI lifts coding throughput approximately 2× on bounded tasks
16–30% productivity gainTop performers on team productivity, CX, and time-to-market with disciplined AI
31–45% software-quality gainThe same top-performer cohort; quality is where the biggest gap shows up
55% faster task completionGitHub Copilot RCT: 1h11 vs 2h41 on standard developer tasks
5–7 hrs / PM / weekTime returned per product manager — Notion AI & Cohere customer measurements
30% faster deliveryCohere teams reported shipping ~30% faster with AI in product workflows
1 week → 90 minutesProductboard AI: customer report on feature-spec drafting time compression
Up to 85% manual case reductionAtlassian agentic AI: $1.4M productivity gain over 3 years per customer
35% lead-time improvementDORA: platform-engineering effect on lead-time + 60% more frequent deployments