A diagnostic built around cognitive fit.
GrundMind is a research-grounded diagnostic framework, tested with real-world adoption data, that measures how well AI systems, workflows, and human cognitive styles fit together. Learn more at grundmind.com.
Remove any factor and the product collapses. Cognitive Fit is the term most enterprises forget to measure — and the one most likely to be zero.
Tool Capability
What the AI can technically do.
Workflow Fit
Whether AI is embedded into real work instead of added as an extra step.
Cognitive Fit
Whether the AI interaction matches how users think, trust, decide, and handle ambiguity.
Governance Clarity
Whether people know when AI can assist, when humans must decide, and how decisions are documented.
Built on cognitive science and human–AI interaction research.
Cognitive science
Decision-making, trust calibration, ambiguity tolerance, and cognitive load research applied to enterprise AI use.
Human–AI interaction
Patterns of how people actually work with probabilistic systems — including over-trust and under-trust dynamics.
Enterprise adoption
Real-world rollout patterns from organizations adopting Copilot, ChatGPT Enterprise, Gemini, Claude, and internal AI.
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Not sure where AI can create real value in your organization? GrundMind helps you identify where AI fits, where it creates friction, and which workflows are worth testing first.