Frameworks

Five layers at which an organization operates in a Humans + AI model, from the individual up to the ecosystem.

A three-stage model for building the human capabilities that complement AI, driving accelerated judgment development and calibrated trust of AI.

An eight-level framework describing how AI use degrades, preserves, or enhances human cognition.

A map of the major roles that humans and AI each play in high-value knowledge work.

A map of the core patterns for redesigning organizations around humans and AI.

Eight modes of human-AI interaction ranked by developmental value, from task outsourcing to a co-evolution flywheel.

Building an AI Roadmap.

AI-Driven Business Model Innovation

7 principles to frame how we think about Humans + AI workflow.

A map of levels of AI delegation in decision-making.

Three layers of trust for successful enterprise AI adoption.

Domains for transforming the workforce for Humans + AI value creation.

The major roles that Humans and AI play in high-value workflow.

A set of frameworks for how Humans and AI can best collaborate in making decisions.

A framework to support strategic discussions by boards and executive teams about the role of AI in their strategy and success.