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Research-backed articles on production AI strategy, delivery, governance, and cost optimization for operating teams — grounded in industry studies and regulatory frameworks.

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Feb 3, 2026 · 16 min read

From AI Pilots to Operational AI Systems

Adoption of AI is near-universal, but only 5–6% of organizations capture measurable P&L impact. This research-backed guide unpacks why pilots stall, what operational AI actually means, and a 90-day playbook for crossing the gap — grounded in findings from Gartner, MIT NANDA, McKinsey, BCG, NIST, ISO, and the EU AI Act.

strategyoperations

Nexum Intelligent Systems Research Team · AI Infrastructure & Governance

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