Build a control plane for AI-assisted engineering workflows that connects to common coding agents and developer tools, captures usage patterns, tracks productivity and quality signals, and provides reusable workflow templates for scaffolding, refactoring, review, debugging, and documentation. The product would help engineering leaders standardize AI-augmented development without forcing teams onto a single coding assistant.

Eight distinct companies are now listing hands-on AI coding tool usage as an engineering expectation, including daily agentic workflows. This suggests AI-assisted development has moved from individual experimentation into team-level operational practice.