A strategic tool for designing and deepening meaningful collaboration between human and artificial intelligence across industries.

Purpose:

Help individuals, teams, and organizations answer:

“How can we work with AI in ways that are creative, ethical, and transformational not just efficient?”

Core Dimensions:

  1. Purpose Alignment
  2. Role Clarity
  3. Feedback Loop Design
  4. Cognitive Strength Matching
  5. Trust + Transparency
  6. Augmented Outcomes

Use It To:

  • Design AI-integrated workflows and teams
  • Diagnose where AI is underperforming or misaligned
  • Educate stakeholders on human-AI dynamics
  • Cultivate reflective and responsible AI use

1. Purpose Alignment

Question: What are we trying to achieve together?

  • Human Role: Define goals, ethical boundaries, context, and long-term impact
  • AI Role: Expand solution space, generate alternatives, scale execution

2. Role Clarity

Question: Who does what in the collaboration?

  • Human as: Strategist, sense-maker, intuition engine, decision authority
  • AI as: Generator, pattern recognizer, data processor, execution accelerator

3. Feedback Loop Design

Question: How does the collaboration evolve and improve?

  • AI Input: Generates output or insights based on human prompts or data
  • Human Oversight: Refines prompts, questions assumptions, adjusts direction
  • Shared Iteration: Output improves through layered cycles of reflection

4. Cognitive Strength Matching

Question: What does each collaborator do best?

  • Human Strengths: Ethics, empathy, ambiguity handling, vision
  • AI Strengths: Scale, speed, language fluency, data patterning

5. Trust + Transparency Layer

Question: Is the collaboration explainable, auditable, and ethical?

  • Human Responsibility: Set guardrails, evaluate risk, ensure explainability
  • AI Role: Provide confidence levels, rationale (if possible), clear traceability

6. Augmented Outcome

Question: What is possible only through this collaboration?

  • New ideas or insights previously inaccessible
  • Greater personalization or speed without loss of quality
  • Co-evolved processes that neither party could design alone