0182
AI Foundations
Understands model behaviour, terminology, strengths and hard limits, and can tell an appropriate use case from an inappropriate one.
Methodology
The Practical AI Capability Model
Six dimensions, each scored from 0 to 100. A person can be fluent and still unsafe, or careful and still unable to frame a problem — so the dimensions are scored separately and never averaged away.
Sample profile
Green: current score. Grey: organisation benchmark.
Capability levels
Awareness0–19
Beginner20–39
Practitioner40–59
Proficient60–74
Advanced75–89
Capability Leader90–100
Every result also reports change since the last assessment, a confidence indicator, completion percentage, and a benchmark against team and organisation averages.
0268
Responsible Practice
Handles confidential data correctly, recognises bias and security exposure, respects ownership, and keeps a human accountable for every output.
0361
Problem Framing
Converts a loose business ask into a clear problem statement with outcomes, constraints, stakeholders and success criteria.
0474
Workflow Design
Specifies inputs, instructions, approval gates, escalation paths, tooling and expected outputs so the work runs the same way twice.
0579
Applied Execution
Uses AI tools to complete practical tasks faster and better, and to support decisions inside real operating work.
0671
Quality Judgement
Checks accuracy, completeness, relevance, safety and bias, and knows when an output should not be used at all.