About AI-Ready Leader
AI-Ready Leader is an evidence-based diagnostic system developed to benchmark executive leadership in the era of generative AI and autonomous agents.
Who We Are
The AI-Ready Leader Research Team is a multidisciplinary group of technology executives, organizational design consultants, and behavioral assessment researchers. Our mission is to bridge the critical divide between fast-moving AI capability and traditional managerial decision-making, helping leaders avoid transition bottlenecks without succumbing to hype or skepticism.
Methodology & Situational Judgment Design
Unlike self-reported questionnaires that measure superficial adoption, our assessment uses 28 situational judgment test (SJT) scenarios. Each scenario simulates real-world executive dilemmas across five core capability dimensions (Task Delegation, Decision Quality, Quality Assurance, Team Enablement, and Workforce Capacity), mapping choices to validated maturity levels from M0 (Ad-hoc) to M3 (Autonomous System).
Foundational Theories & References
Peer-reviewed research, organizational behavior literature, and classical management frameworks grounding our assessment
High Output Management
The Practice of Management & MBO
Managing & Managerial Information Roles
The Knowledge-Creating Company & SECI Model
Psychological Safety and Learning Behavior in Work Teams
The Goal: A Process of Ongoing Improvement & TOC
Problems of Monetary Management (Goodhart's Law)
Total Quality Management (TQM) & Inspection Point Principles
Artificial Intelligence Risk Management Framework (AI RMF 1.0)
A Survey of Hallucination in Large Language Models
Data Minimalization & Privacy Protection
We adhere to a strict zero raw answer retention guarantee: all individual question choices are permanently deleted from database storage as soon as your composite score snapshot is generated. Sessions remain anonymous and your encrypted report dossier is accessible solely via your confidential report link.
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