Codiedev released the AI Unit Economics report connecting AI cost and capacity events to shipped engineering work, including Claude Code averaged $8.45 in API-equivalent usage per merged request, GLM-5.2 contributed $1.30 per merge, and GPT-5.6 Luna contributed $0.19 per merge.

CodieDev combines hands-on AI coding training with software that makes adoption measurable and repeatable. Your developers get a CLI, shared artifact drive, and searchable memory for every Claude Code or Codex session. Your leaders get a dashboard that shows adoption, ROI, decision quality, and the institutional knowledge being created across the team.