AI pilots that pass every internal benchmark often stall the moment they hit live operating workflows. Discover the four readiness layers most enterprises underinvest in, data context, system integration, observability and security, and why agentic systems expose these gaps faster than anything before them. Leave with a practical diagnostic for pressure-testing whether their AI is truly ready to make decisions the business can act on.