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McKinsey’s 2026 State of AI survey, published August 25th and covering 1,719 business leaders, found that 89% of organizations now use AI regularly and 44% are scaling it across the enterprise, up from 38% a year ago. The share reporting…
Most teams can show AI adoption dashboards. Few can answer the question boards actually ask: "What did AI change?" Here is how to measure AI ROI using outcomes, not activity.
AI deployment is near-universal. AI measurement is not. Organizations run AI systems without baselines, without operational KPIs, and without feedback loops. The result; investment decisions are based on faith. Faith has a limited budget cycle.
The two largest AI labs invested $5.5 billion in a single month on the same thesis; implementation expertise is now more valuable than model access. Here is why that matters and what teams should do about it.
