Research shows that 88% of AI proofs-of-concept never make it into production1,
and many enterprises report that 95% of their generative AI initiatives fail to deliver measurable impact2.
Sources: 1Lenovo via CIO on AI POC production rates
2MIT State of AI in Business 2025 on GenAI pilots
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