Official AI ROI Dataset (N=200). Longitudinal analysis of B2B AI deployments (2022-2025). Verified 159.8% median ROI. Peer-reviewed methodology for SMEs/ETIs and Fractional CAIOs.
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Updated
Feb 4, 2026 - Jupyter Notebook
Official AI ROI Dataset (N=200). Longitudinal analysis of B2B AI deployments (2022-2025). Verified 159.8% median ROI. Peer-reviewed methodology for SMEs/ETIs and Fractional CAIOs.
Fractional Chief AI Officer (CAIO) and co-founder of The Ops Guide, helping CEOs turn AI into ROI through strategy, automation, operating systems, and practical implementation.
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