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Scoring insights, persona deep-dives, and industry research from the AI skills assessment engine.
Free AI skills certification for Business Analysts. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Recruiters & Talent Acquisition. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Healthcare Professionals. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Executives & C-Suite Leaders. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Management Consultants. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Engineers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Sales Professionals. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Marketers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for UX Designers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Data Scientists. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Accountants. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Teachers & Educators. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Software Developers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Product Managers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Finance Professionals. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Lawyers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for HR Professionals. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Free AI skills certification for Project Managers. 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
93% of Anthropic's AI fluency behaviours are already in AISA's rubric. Full cross-reference: what aligns, where we surpass, and what's next.
Model Context Protocol is now foundational infrastructure. Here's what that means for how you assess AI skills in candidates.
Analyzing real prompt sequences reveals how expert AI users break complex problems into manageable steps while novices attempt everything at once.
What the Oracle AI persona means, how foundational AI understanding differs from building, which elite roles need this profile, and what growth looks like at the frontier.
What the Architect AI persona means, how system-level thinking differs from building, which senior roles need this profile, and the path to foundational understanding.
What the Builder AI persona means, why building creates understanding that usage cannot, which roles need this profile, and how to grow from craft to architecture.
What the Conductor AI persona means, how orchestration differs from tool use, which roles need multi-tool pipeline thinking, and how to grow from assembling into building.
What the Tactician AI persona means, why reliable execution is underrated, which roles need this profile, and how to grow from tool mastery to orchestration.
What the Enthusiast AI persona means, why trajectory matters more than current skill, which roles benefit from their adaptability, and how to convert breadth into depth.
What the Sceptic AI persona means, why critical thinking is their superpower, which roles benefit most, and how to grow from caution into confident AI use.
What the Copy-Paster AI persona means, which roles it fits, blind spots around output verification, and how to develop critical evaluation skills.
What the Dabbler AI persona means, which roles it fits, common blind spots, and how to turn experimentation into consistent AI practice.
What the Bystander AI persona means, which roles it fits, common blind spots, and how to grow from awareness into action.
GPT-5.4 launches with 1M tokens, MCP becomes AI infrastructure, regulatory battles heat up
Developers excel at understanding AI capabilities but often overlook safety considerations in their implementations.
AISA assessment conversations reveal a consistent blind spot: product managers rarely consider safety guardrails until prompted. We break down the pattern.
A look inside AISA's dual-track conversational assessment: how the facilitator and evaluator work together, why conversations beat tests, and what the evidence trail actually shows.
We analyzed a high-scoring developer assessment to identify the specific prompt patterns that separate proficient AI users from experts.
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.
