Workflow Principles

Workflow Principles

7 principles to frame how we think about Humans + AI workflow. Click on the image for the full size pdf. Value Everyone has unique and valuable abilities Augment The best use of AI is to amplify people’s capabilities Skills We need to learn how to use AI effectively...
Levels of Humans + AI in Organizations

Levels of Humans + AI in Organizations

Click on the image for the full size pdf. Levels of Humans + AI in Organizations Ecosystem Value Co-creation OverviewCross-organizational network of human experts and autonomous agents co-creating solutions and value across boundaries. Features Processes for clear...
Success Factors: Humans + AI Teams

Success Factors: Humans + AI Teams

The factors and principles that drive the success of human-AI collaboration in organizations. Click on the image for the full size pdf. Success Factors: Humans + AI Teams Human ownership of outcomes Humans remain ultimately responsible for decisions, ethics, and...
Decision Structures

Decision Structures

A set of frameworks for how Humans and AI can best collaborate in making decisions. Click on the image for the full size pdf. Decision types Strategic Tactical Routine Micro Factors in use of AI Complexity Impact Frequency Decision clarity Data availability Volatility...
Value from Artificial Intelligence

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. See more on strategy facilitation. Click on the image for the full size pdf. GOVERNANCE Design to complement humans Explainability and...