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AI agents 2026 has crossed from buzzword into the line item every CFO is asking about. But 88% of agent pilots never reach production. The 12% that do ship deliver 171% ROI. Here is what separates them, why Microsoft Agent 365 matters, and how to ship one workflow end to end this quarter.