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All issuesVolume 340, Issue 1IT NewsAI

AI Engagement Models: How CEOs and CIOs Choose the Right AI Strategy Without Wasting Millions

ISHIR, Wednesday, July 1st, 2026

Organizations should match AI engagement models to their maturity: exploring, executing, or building capability.

The article identifies three AI engagement models tailored to organizational readiness. The AI Accelerator suits companies validating opportunities and seeking executive alignment before major investment, via two-to-four-week engagements defining use cases, ROI metrics, and roadmaps.

AI Delivery Pods serve organizations with clear strategies that need faster execution without permanent headcount.

Build Operate Transfer enables enterprises to establish internal AI capability through structured phases, ultimately retaining ownership.

The authors stress that choosing the wrong engagement model can waste even the best technology and budget, and recommend outcome-based delivery with fixed milestones and measurable KPIs over effort-based metrics.

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