Assess AI fluency proficiency using 5-level certification criteria (A through E) based on demonstrated capabilities across the 4D Framework dimensions.
0
AI 96
ai-strategic-fluency
leobessa1/14/2026
Use AI to reshape strategic decisions, not just execution. Identify where AI creates competitive advantage, shifts constraints, and enables new business models.
0
AI 95
ai-workflow-integration
leobessa1/14/2026
Convert AI fluency into throughput by embedding AI into repeatable workflows with triggers, quality gates, and iteration loops that compound over time.
0
AI 95
ai-4d-framework
leobessa1/14/2026
Apply Anthropic's 4D Framework for AI delegation: Delegation (task selection), Description (instructions), Discernment (verification), and Diligence (iteration).
0
AI 95
ai-system-governance
leobessa1/14/2026
Scale AI fluency beyond individuals through standards, guardrails, audit trails, and organizational policies that maintain quality and accountability.
0
AI 94
ai-cognitive-readiness
leobessa1/14/2026
Develop pre-fluency cognitive habits: recognize when not to use AI, separate thinking from generation, resist automation bias and output authority.
0
ai-instruction-design
leobessa1/14/2026
Control AI output through structured specifications: define roles, scope, format, decision rules, and abstraction levels. Prompts become contracts, not requests.
