Fortune 500

Enterprise AI Is in Production — But Half Can't Measure ROI

Enterprise AI Is in Production But Half Can’t Measure ROI

AI, AI Governance, Application Development, Data Management /

Plug and Play’s new pulse survey finds three-quarters of large enterprises have AI in production, but half aren’t consistently measuring its value. ECI Research analysis identifies the data, governance, and capacity constraints that separate AI deployment from AI return. The real competition is now over measurement infrastructure, not model capability.

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Freehand Raises $75M to Deploy Agentic AI in Supply Chain Spend

Freehand Raises $75M to Deploy Agentic AI in Supply Chain Spend

AI, Application Development, Supply Chain /

Freehand has raised $75 million to scale autonomous AI agents that manage supply-chain spend for enterprises including Meta, Unilever, and Pfizer. The company’s Category Context Graph architecture gives its agents the situational knowledge of experienced procurement analysts. ECI Research data shows why the timing aligns with a critical enterprise need for innovation capacity.

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