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.

What you'll walk away with:
• Why pilots that pass internal benchmarks stall in live workflows
• The four readiness layers enterprises underinvest in: data context, integration, observability, security
• A practical diagnostic for pressure-testing whether your AI is production-ready