AI Adoption in Dev Workflows Grows, but Cost and Review Bottlenecks Persist

Survey data shows 84% of developers use or plan to use AI tools, with 51% relying on them daily, yet productivity gains are not translating into proportional cost reductions. Companies face bottlenecks in code review, process integration, and ROI measurement. This indicates a maturing but still uneven adoption phase for AI in software development.