Enterprise AI investments should be judged by outcomes, not by the elegance of the underlying model, the sophistication of the architecture, or the speed of the initial deployment. That standard is obvious in principle and consistently underserved in practice.
The AI Engagement Manager: Where Technology Meets Accountability for Outcomes
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April 23, 2026
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