An eight-level framework describing how AI use degrades, preserves, or enhances human cognition.
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Frameworks
Macro Workflow Roles
A map of the major roles that humans and AI each play in high-value knowledge work.
Organizational Redesign
A map of the core patterns for redesigning organizations around humans and AI.
AI Capabilities Spiral
Eight modes of human-AI interaction ranked by developmental value, from task outsourcing to a co-evolution flywheel.
Layers of Trust in Enterprise AI adoption
Three layers of trust for successful enterprise AI adoption.
Levels of Humans + AI in Organizations
Domains for transforming the workforce for Humans + AI value creation.
Success Factors: Humans + AI Teams
The major roles that Humans and AI play in high-value workflow.
Decision Structures
A set of frameworks for how Humans and AI can best collaborate in making decisions.
Value from Artificial Intelligence
A framework to support strategic discussions by boards and executive teams about the role of AI in their strategy and success.
AI Governance for Transformation
The fundamental elements of AI governance that enables organizational transformation.


















