5 Signs Your Organisation Is Ready for Production AI

43% of major AI initiatives are expected to fail. 86% of agent pilots never reach production. The gap between AI ambition and AI outcomes is the defining challenge of 2026. Most of that gap comes down to readiness. Here are the five signs that tell you an organisation is genuinely ready for production AI and the five that tell you it isn't yet. 5 Signs You're Ready 1. Your leadership team agrees on what "good data" means.