Eight-capability development profile
See the pattern across the core capabilities that shape responsible AI-supported work.
Assessmenten
AI Fluency & Career Growth Assessment
Is AI making you more capable — or simply helping you produce more?
Understand how you currently work with AI across capability, applied judgment, learning, work context, and career development.
About 10–15 minutes · Free · Private · Developmental beta
The output
What you’ll receive
This is not merely a questionnaire. You’ll receive a personalized developmental report that shows your current pattern and gives you a practical way to work with it.
Capability landscape
Compare areas of relative strength and areas where more evidence or practice may help.
Applied Judgment and core indices
Reflect on how you verify, own, adapt, and implement AI-assisted work.
Strengths and development priorities
Receive focused interpretation without treating the result as a pass/fail verdict.
Personalized development actions
Choose practical routines that connect the report to your next working context.
A 30/60/90-day development path
Translate reflection into staged practice, evidence, and follow-through.
See the output
Example report preview
This illustrative sample shows the kind of pattern, priorities, and action path the report can bring together. It contains no participant data.
Example report preview
Your developmental profile
Capability landscape
A pattern to reflect on, not a pass/fail result.
See your capability pattern
Understand where your current AI work practices are strongest and where evidence is still developing.
Identify development priorities
Turn the pattern into focused strengths, tensions, and next priorities.
Build a practical action plan
Use a 30/60/90-day path to move from reflection into deliberate practice.
Profile
Strategic AI Collaborator
Priorities
Verification and transfer
Action path
30 / 60 / 90 days
The assessment
What this assessment examines
The eight core capability dimensions describe how people frame, perform, verify, explain, learn from, and implement AI-supported work.
- Problem Framing and Task Selection
- AI Collaboration and Orchestration
- Verification and Information Literacy
- Explainable Ownership and Accountability
- Domain and Contextual Judgment
- Learning and Capability Transfer
- Synthesis and Original Contribution
- Human Complementarity and Implementation
Additional context
The report can also interpret Applied Judgment, AI use and exposure, Development Environment, Career Direction and Transition Readiness, and an optional Innovation Signal.
Optional context modules enrich interpretation. They do not redefine the eight core capability scores.
Choose your depth
Core or Complete
Core is the essential capability and Applied Judgment pathway. Complete adds work, career, and development context for a richer interpretation.
Essential pathway
Core
For someone who wants the essential AI capability and Applied Judgment assessment.
Includes the eight capabilities, Applied Judgment, and the Innovation Signal.
Richer context
Complete
Adds work environment, career direction, and other development context for a fuller report.
Optional modules add context; they do not change the eight core capability scores.
The Innovation Signal is descriptive and optional in interpretation. It is not a third competing pathway and does not predict stable creativity or future innovation performance.
Developmental, private, and under validation
This assessment is developmental, not pass/fail. It is not for hiring, promotion, discipline, compensation, redundancy, funding, or performance evaluation.
Private report access is protected. Research use follows your consent choices, and the beta framework continues to be validated and improved.
Ready to begin?
Start with a clearer picture of your AI work.
Review the pathway options, complete the consent step, and begin your private assessment session.