
When AI Tools Move Into Business Units, Delivery Needs a New Accountability Model
OpenAI’s June 2026 materials show Codex adoption moving beyond engineering. When analysts, marketers and operators can produce complex work at speed, companies need a clearer model for delivery, review and ownership.