Definition

Collaborative Results Index (CRI)

Geoff Gibbins' framework for measuring the quality of human-AI collaboration across three dimensions: (1) results — the actual impact of the collaboration, not just activity or usage; (2) relationship quality — how well humans engage with AI as a collaborator, including critical thinking, good question formation, and not passively accepting first outputs; (3) resilience — whether the human is developing domain expertise through the collaboration or outsourcing judgment and atrophying. Most enterprise AI measurement stops at usage metrics; the CRI measures whether collaboration is making people genuinely better.

From the episode “Just Use AI Is the Most Dangerous Advice in Tech”

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