Resources
In-depth guides on AI skills assessment methodology, hiring practices, integrity, and workforce benchmarking.
Free AI Skills Assessment: Test & Certify Your AI Proficiency
Free AI skills assessment that measures real AI proficiency through conversation, not quizzes. Scored across 5 dimensions and 11 criteria. Get your AI skills certificate.
The 10 AI Persona Types: Understanding AI Fluency Profiles
A complete guide to AISA's 10 AI persona types — from Bystander to Oracle. What each persona means, how they differ, and what they signal about a candidate's AI fluency.
The 2026 AI Skills Report: What Assessment Data Reveals About Builder Proficiency
A framework for understanding AI proficiency patterns across roles, dimensions, and personas — what AISA's scoring system is designed to surface and why it matters for hiring and L&D.
Hiring the Next Generation: Why Traditional Tech Interviews Fail AI-Native Builders
Traditional technical interviews were designed for a world where the hard part was writing code from scratch. AI-native work demands entirely different skills — here's how to assess them.
The AI Skills Gap: How to Benchmark and Upskill Your Existing Team
A practical guide for L&D leaders: measure your team's AI proficiency with evidence-based assessment, identify dimensional gaps, and build targeted upskilling plans.
Beyond Multiple Choice: How Conversational Evidence Prevents AI Cheating
MCQ-based AI assessments are trivially gamed. AISA's dual-track conversational architecture generates unfakeable evidence of real proficiency — here's how it works.
The AISA Rubric: 5 Dimensions of AI Proficiency
A deep dive into AISA's 11-criterion scoring framework across 5 dimensions — what each measures, how scoring works, and why articulating the 'why' matters more than the 'what'.
The Science Behind AISA
In 2026, Anthropic published the AI Fluency Index — the largest empirical study of AI fluency to date, analysing 9,830 conversations. AISA covers 93% of the behaviours Anthropic identified as markers of AI fluency and goes even deeper with 4 additional dimensions.Read our white paper: Anthropic's AI Fluency Study & AISA
AISA's framework is developed by a team with deep roots in tech, behavioural science, and AI product leadership — the rubric is informed by backgrounds spanning the Metropolitan Police, Harvard, Crowdbotics (Silicon Valley), and the European School of Economics.