Adoption
Helping your people use AI well, and seeing which AI tools are worth what they cost.
June 2026
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Why AI vendor impact surveys can't replace independent measurement
OpenAI is shipping Impact Surveys in ChatGPT, and other vendors may follow. What a vendor's own survey answers well, and what a view across all your tools adds.
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How to compare AI tools like-for-like: a practical framework
Every AI vendor measures impact its own way, so the numbers don't compare. Here's a five-minute framework to fix that, built around four dimensions any CFO can defend.
May 2026
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What's the best way to measure AI? Five options compared
Annual surveys, vendor dashboards, SaaS spend management tools, consultant audits and short pulses on a regular cadence: five approaches, what each is good for, and how to pick the right combination.
April 2026
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Why asking your team works better than usage data alone for AI ROI
Usage data answers one question completely: who used each tool. Asking your team adds whether it helped. Here's why the two together beat either one alone.
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