Universal AI Capability Assessment
Cross-industry scenarios built for any knowledge worker — email, spreadsheets, presentations, research, and project planning. Your baseline AI readiness assessment.
7 Dimensions — Universal Context
Each dimension measures a foundational AI capability applicable to any office role. Employees are scored 0–12 per dimension.
Dimension 1
Prompt Fluency
Can they craft clear, specific prompts and iterate to get better results? The core skill every knowledge worker needs.
"Write a project status update from these messy meeting notes. Iterate: 'Make it shorter. Now add action items.'"
Dimension 2
Verification Instinct
Do they fact-check AI output or accept it at face value? Critical for reports, data analysis, and client-facing work.
"AI summarized this quarterly report. Find what's missing, what's wrong, and what's oversimplified."
Dimension 3
Task Decomposition
Can they break a complex project into AI-assisted steps vs. human-only steps? The skill that separates AI users from AI collaborators.
"You need to build a competitor analysis deck. Which 5 steps should AI handle? Which 3 need you?"
Dimension 4
Tool Selection
Do they know when AI helps vs. when it adds friction? Knowing the right tool for spreadsheet work, presentations, email, and research.
"Which of these 6 tasks should use AI: data entry, slide design, brainstorming, legal review, scheduling, code review?"
Dimension 5
Output Judgment
Can they evaluate the quality, accuracy, and appropriateness of AI-generated content before using it?
"AI drafted a client proposal. Score it on: accuracy, tone, completeness, persuasiveness. What would you change?"
Dimension 6
Ethical Boundary
Do they understand what should NOT be run through AI — confidential data, personnel decisions, legal documents?
"Your colleague pastes a client's financial data into ChatGPT. Is that OK? What's the right protocol?"
Dimension 7
AI Self-Efficacy
Do they believe AI can genuinely help their specific role? Confidence and motivation to learn — the psychological foundation.
"Rate your confidence: 'AI can make me 30% more productive in my actual job.' Explain your rating."
Scenario Preview
Sample scenarios from the General pack. Universal workplace situations that test real AI collaboration skills.
| Scenario | Difficulty | Role | What It Tests |
|---|---|---|---|
| Meeting Notes to Action Plan Transform raw meeting transcript into structured minutes with clear action items |
Beginner | Any Role | Prompt Fluency, Output Judgment |
| Data Trend Analysis Use AI to analyze a spreadsheet — identify trends, flag anomalies, draft insights |
Intermediate | Analyst | Verification Instinct, Prompt Fluency |
| Presentation Outline Builder Use AI to structure a 15-slide executive presentation from a brief |
Beginner | Manager | Task Decomposition, Output Judgment |
| Research Synthesis AI returns 10 articles on a topic — synthesize key findings, identify contradictions |
Intermediate | Researcher | Verification Instinct, Output Judgment |
| Tool or No Tool Given 8 office tasks, classify each: best done with AI, spreadsheet, or manual |
Beginner | Any Role | Tool Selection |
| AI-Assisted Project Plan Decompose a 3-month project into AI-handled deliverables and human-managed milestones |
Intermediate | Project Lead | Task Decomposition, AI Self-Efficacy |
| Ethical Dilemma: HR Document Coworker asks AI to draft a performance improvement plan. Assess the ethical implications. |
Intermediate | HR / Manager | Ethical Boundary, Output Judgment |
Who This Pack Is For
Built for any organization that wants a baseline AI capability measurement across all roles.
All Knowledge Workers
Every employee who uses a computer for work — email, documents, spreadsheets, presentations.
HR & L&D Teams
Get baseline AI readiness data before investing in training. Know exactly where your workforce stands.
SMEs & Startups
Small teams that need to move fast. Measure AI capability without building custom assessments.
Start with a universal AI capability baseline.
Deploy the General Pack across your organization. Free pilot for your first cohort.