Enterprise Pathway Supplement

A document for enterprise buyers, engineering managers, and internal champions evaluating or scaling AI coding tools. This is not a sales document. Every claim is grounded in data from 18 months of real development across 12+ repositories.

The Honest Frame

AI coding tools expand what is possible. The expansion is genuine -- but it is unevenly distributed across task types, teams, and project phases.

AI coding tools genuinely expand capability. People who could not build software can now prototype. Developers who built one feature per week can build three. Systematic audits that took weeks take hours. The expansion is real and measurable.