AI Spending and Production Adoption Playbook

The world will spend $2.52 trillion on AI in 2026, a 44% increase from last year (Gartner, 2026).

88% of organizations have reported using AI in at least one business function. Yet, only 31% have begun to scale it (McKinsey, 2025).

The era of exploring AI is over. We are now transitioning from AI pilots to production.

Walmart didn’t explore; it deployed advanced supply chain optimization, eliminating 72 million pounds of CO₂ and saving $75 million (INFORMS Edelman Award, 2023).

What separates the companies winning with AI from those still running pilots?

Audit your AI investments ruthlessly: If a pilot has been running for more than 6 months without a production deployment, terminate it. Pilots that never ship are just expensive experiments.
Check what you already own: Most enterprise vendors pushed agent features in the last 90 days. Before buying something new, check your current stack; you may already own a tool that can do the task you want. Create an AI Agent Registry to ensure you aren’t paying for the same capabilities twice (or three times).
Reclassify AI in your budget: Stop treating it as a technology line item. Move it into operations. Give it an owner. Measure the impact with real KPIs.

Without measurement, no tool — including AI — moves the needle.

The gap between companies deploying AI in production and those still evaluating is widening every quarter.

Are you ready to audit your AI strategy? Reach out here and let’s discuss.

Works Cited:

AI Spending and Production Adoption Playbook

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