AISA AI Skills Blog
Scoring insights, persona deep-dives, and industry research from the AI skills assessment engine.
Can AI Replace Lawyers? Skills Data [2026]
Can AI replace lawyers? Skills data from 2,030 assessments shows where legal professionals need to build AI fluency to stay competitive.
What Is an AI Competency Assessment? [2026]
An AI competency assessment measures how effectively someone applies AI across real tasks. Learn the 5 dimensions, comparison to quizzes, and how to choose.
Career Changers Overestimate AI by 31 Pts
Career changers score lowest on AI skills yet overestimate by up to 31 points. Data on the gap and a 90-day plan to close it.
AI Certification for Supply Chain [2026]
No AI certification for supply chain exists yet. Here are 5 paths that combine general AI fluency credentials with logistics domain knowledge.
AI News of the Week: Agent Safety Crisis (Sep 22)
AI news of the week: OpenAI pauses training after agent breaches, Claude Opus 5.5 launches, GPT-6 Sol and Luna ship at 50% lower cost. By AISA's AI agents.
AI Skills for Executives: What Leaders Get Right
AI skills for executives: leaders score 51.4 avg vs 46.3 overall. Data on where leadership AI fluency excels and where gaps persist.
How AI-Fluent Is My Industry? [2026]
How AI-fluent is my industry? Role-cluster benchmarks from 1,928 assessments reveal where tech, product, design, and startup teams actually stand in 2026.
EU AI Act Training: Article 4 Checklist
EU AI Act training requirements explained: a practical Article 4 compliance checklist for L&D leads and compliance officers, with assessment guidance.
Do I Need AI Skills for My Job? [2026]
Do I need AI skills for my job? Data from 1,897 assessments shows every role has gaps. See where you stand across 5 dimensions.
AI Proficiency Levels: 9 Tiers Explained
AI proficiency levels mapped to 9 scored tiers with real population data. Find where you land and what separates each level.
AI News of the Week: Plugin4Shell (Sep 20)
AI news of the week: Plugin4Shell hits coding agents, Claude leads 26% of Anthropic's R&D, frontier labs call for slowdown. By AISA's AI agents.
Career Changers Score Lowest on AI [Data]
Career changers average 36.8 on AI skills assessments — lowest of any group. See the data on ai skills for career change and how to close the gap.
Can AI Replace Accountants? [2026 Data]
Can AI replace accountants? Data shows the answer depends on 5 specific AI skills. See what separates replaceable tasks from irreplaceable judgment.
AI Fluency Framework for HR Teams [2026]
A practical AI fluency framework for HR teams: 5 dimensions, role benchmarks, and an assessment matrix to measure and develop AI skills across your org.
AI Skills Test for Interviews [2026]
What does an AI skills test for interview actually cover? 5 dimensions, sample questions, score benchmarks, and how to prepare before you walk in.
AI Skills for Designers: 43 Assessed [2026]
AI skills for designers benchmarked across 43 assessments. Designers score highest on workflow but lowest on safety of any role. Full dimension breakdown.
AI News of the Week: Safety Slowdown (Sep 13)
AI news of the week: OpenAI and Anthropic CEOs call for AI slowdown, California signs first AI audit laws, Anthropic threat report. By AISA's AI agents.
How Do I Know If I'm AI Literate? [2026]
How do I know if I'm AI literate? Five self-check questions mapped to real assessment data, plus where most people overestimate their skills.
AI Competency Framework: Build One [2026]
Learn how to build an AI competency framework that maps to measurable skills. Covers dimensions, role mapping, proficiency levels, and AI competency assessment.
Designers & AI: The Safety Blind Spot [Data]
AI skills for designers show a critical safety gap. AISA data from 41 designers reveals a 36.2 safety score — lowest of any role measured.
How Good Is My Team at AI? [2026 Data]
How good is my team at AI? Data from 1,710 assessments reveals team AI skills benchmarks by role, hidden gaps, and how to measure team AI fluency.
AI Skills for Founders: 170 Assessed [2026]
AI skills for founders benchmarked across 170 assessments. Founders score 55.7 composite with the smallest prediction gap of any role measured.
AI News of the Week: GPT-6 Astra Arrives (Sep 06)
AI news of the week: GPT-6 Astra launches with computer use, Claude Fable 5.1 tops leaderboards, Claude proves Fermat's Last Theorem. By AISA's AI agents.
AI Fluency Score: What It Measures [2026]
An AI fluency score measures five dimensions beyond prompting. Learn how scores are calculated, what good looks like, and why self-assessment falls short.
AI/ML Engineer Salary: 2026 Data by Level
AI engineer salary and ML engineer salary data for 2026, broken down by level, company tier, location, and specialisation with total comp figures.
Claude 101 & AI Fluency Courses [2026]
Claude 101 guide covering Anthropic's official resources, community courses, and why AI fluency courses matter more than tool-specific training alone.
NVIDIA AI Certification Review [2026]
NVIDIA AI certification review covering DLI courses, Associate and Professional certs. Format, cost, career value, and community feedback for ML engineers.
Copilot Token Billing and Developer AI Skills
GitHub Copilot's shift to token-based billing makes inefficient prompting a direct cost center. Here's what that means for hiring.
AI Certification for Operations Managers
AI skills certification for Operations Managers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Customer Success (Free)
AI skills certification for Customer Success Managers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Business Analysts
AI skills certification for Business Analysts. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI News of the Week: OpenAI's Jalapeño Chip (Aug 25)
AI news of the week: OpenAI reveals Jalapeño chip benchmarks, Claude unifies memory across Chat and Cowork, NVIDIA posts $96B quarter. By AISA's AI agents.
AI Hype vs Reality: The Jetsons Problem
AI hype vs reality: the replacement story wins because it feels exciting, not because it is true. What 1,628 assessments show about who gains from AI.
AI Skills Certification for Recruiters (Free)
AI certification for Recruiters & Talent Acquisition. Free 20-min conversational assessment across 5 dimensions.
AI Certification for Healthcare Pros (Free)
AI skills certification for Healthcare Professionals. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Skills Certification for Executives (Free)
AI certification for Executives & C-Suite. Free 20-min conversational assessment across 5 dimensions. Get certified.
AI Certification for Consultants (Free)
AI skills certification for Management Consultants. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Engineers
AI skills certification for Engineers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Product Managers AI Skills: Most Accurate Self-Assessors
Product managers predict their AI skills most accurately among professionals. Data from 694 assessments reveals calibration gaps by role.
AI Certification for Marketers
AI skills certification for Marketers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certificate Generator: 7 Tools Compared [2026]
AI certificate generator tools compared — from AI-powered certificate makers to platforms that issue AI skills certificates. 7 options reviewed.
AI Certification for UX Designers
AI skills certification for UX Designers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI-102 Certification Review: Worth It? [2026]
Honest AI-102 certification review covering exam format, study time, cost, pass rate, and career value. Compared with AI-900 and practical AI fluency.
AI Certification for Data Scientists
AI skills certification for Data Scientists. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Engineer Certification: 5 Worth It [2026]
Compare 5 AI engineer certification options — AWS, Google, Azure, TensorFlow, NVIDIA — by cost, depth, prerequisites, and career value.
AI Certification for Accountants
AI skills certification for Accountants. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Security Certification: 5 Options [2026]
Compare 5 AI security certification options for 2026: CompTIA AI+, GIAC, cloud certs, ISO 42001. Includes overlap with traditional cybersecurity credentials.
AI News of the Week: Sol Price Cut (Aug 23)
AI news of the week: OpenAI cuts GPT-5.6 Sol pricing 20%+, ChatGPT for Teens launches, Copilot CoSnitch patched. By AISA's AI agents.
AI Certification for Teachers & Educators
AI skills certification for Teachers & Educators. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Software Developers
AI skills certification for Software Developers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Product Managers
AI skills certification for Product Managers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Governance Certification: 5 Options [2026]
Compare 5 AI governance certifications — IAPP AIGP, ISACA, ISO 42001, CAIS — by cost, scope, and audience. Find the right credential.
AI Certification for Finance Pros (Free)
AI skills certification for Finance Professionals. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Agentic AI Certification: What Exists [2026]
Agentic AI certification options are scarce in 2026. We review what exists, what skills matter, and how to measure readiness.
AISA Joins UKAI, the UK's AI Trade Body
AISA joins UKAI as an official member to advance AI skills measurement, shape responsible AI policy, and support workforce readiness across the UK.
AI Skills Certification for Lawyers — Free Assessment
AI skills certification for Lawyers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Claude AI Certification: Does It Exist? [2026]
There is no official Claude AI certification from Anthropic. Learn what exists, what Claude skills matter, and how to prove proficiency.
Azure AI Certification Review [2026]
Azure AI certification review covering AI-900, AI-102, and all Azure AI certs. Costs, reviewer feedback, cloud comparisons, and who should skip them.
AI Certification for HR Professionals
AI skills certification for HR Professionals. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AI Certification for Project Managers
AI skills certification for Project Managers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AWS AI Certification Review [2026]
Honest AWS AI certification review for 2026. Covers AWS AI Practitioner, ML Specialty, cost, difficulty, and how they compare to general AI fluency credentials.
Why Developers Struggle with AI Safety Scores
Developers excel at understanding AI capabilities but often overlook safety considerations in their implementations.
MCP Hit 97M Installs. Interviews Are Obsolete.
Model Context Protocol is now foundational infrastructure. Here's what that means for how you assess AI skills in candidates.
AI News of the Week: Gemini 3.7 Flash (Aug 16)
AI news of the week: Google ships Gemini 3.7 Flash, Alibaba drops Qwen3.8-27B open-weight, Anthropic watermarks go live globally. By AISA's AI agents.
AI Certificate Without a Course [2026]
Get an AI certificate without a course — in 20 minutes. AISA certifies what you can already do through conversation, not coursework.
Microsoft AI Certification Review [2026]
Honest Microsoft AI certification review for 2026: AI-900, AI-102, AI-050 costs, difficulty, real user reviews, and how they compare to alternatives.
AI Skills Certification: Complete Guide [2026]
AI skills certification in 2026: vendor, general, and course-based options compared. How to choose the right credential for your career stage and role.
AI Training ROI: Measure What Matters [2026]
Learn how to measure AI training ROI with before/after assessments, dimensional analysis, and cost-per-point metrics that prove value to leadership.
AI Fluency Assessment: 9 Methods Compared [2026]
Compare 9 AI fluency assessment methods — from quick quizzes to formal certifications — by format, cost, time, and what they actually measure.
AI News of the Week: GPT-5.6 Drops 80% (Aug 8)
This week in AI: OpenAI agent breach details, GPT-5.6 Luna drops 80%, DeepSeek V4 Flash ships. Deep research by AISA's AI agents.
AI Test: 11 Ways to Measure Your AI Skills [2026]
Compare 11 AI tests across cost, time, what they measure, and whether they produce a credential — from 5-minute quizzes to formal certifications.
AI Skills for Your Resume: What to List
Every resume will soon claim AI skills. Here is exactly where to put them, what to say, and how to prove it.
What Is a Good AI Score? 2026 Benchmarks
Average AI fluency score: 52/100. Exact benchmarks, tier boundaries, and what each score range means from 1,017 assessments.
AI Skills for Data Analysts [2026 Data]
AI skills for data analysts average 48.1/100 — right at the benchmark despite technical backgrounds. SQL and Python don't transfer to AI fluency.
AI Skills for Sales Professionals [2026]
AI skills for sales professionals average 53.7/100 — above the benchmark but with a safety gap that raises concerns for customer data handling.
AI Skills for HR: The Hiring Irony [2026]
AI skills for HR professionals average just 43.7/100 — below the benchmark on every dimension. Our data reveals the risks this creates for hiring.
AI Skills for Marketers: Where the Gaps Are
AI skills for marketers fall below average across all five dimensions. Safety scores just 32.6 — the lowest of any role measured. Where the gaps are.
AI Skills for Product Managers [2026 Data]
AI skills for product managers: the highest-scoring role at 56.4 overall. Workflow integration leads at 60.2, but technical understanding lags at 46.0.
AI Skills for Engineers: 2026 Data [N=150]
AI skills for engineers: data from 150 assessed professionals. Average score 54.8 vs 48.0 overall — strong on workflow, weakest on safety and ethics.
AI Skills for Sales Professionals [2026]
Sales professionals score 53.7 on AI fluency 12% above average. Which AI skills give sales teams a real edge.
ISO 42001 AI Certification: What It Is [2026]
ISO/IEC 42001 is the first international standard for AI management systems. What it covers, how certification works, and how it connects to AI literacy.
EU AI Act Article 4: AI Literacy [Guide]
EU AI Act Article 4 requires AI literacy for all staff using AI systems. What it means, who it applies to, and how to document compliance.
AI Skills Gap Analysis: Real Data [2026]
AI skills gap analysis from 1,200+ assessed professionals. The weakest AI skill, the biggest within-team gaps, and where training budgets should go.
Engineers AI Skills: Strengths & Gaps [Data]
Engineers score 55.1 in AI fluency — above average but with a safety blindspot at 46.4. See the full engineers AI skills breakdown from 261 assessments.
AI Literacy vs Proficiency vs Fluency [2026]
AI literacy, proficiency, and fluency describe different skill levels. Data from 1,198 assessments shows where most professionals actually land.
What's a Good AI Score? [2026 Data]
What's a good AI score? Live data from 1,219 assessments shows the average AI fluency score is 48/100. See tier bands, personas, and how to move up.
AI-Ready Career? Data Says Anxiety ≠ Prep
Career changers score lowest on AI readiness at 36.8. Motivation-by-motivation data on what AI-ready careers require.
Am I Good at Using AI? 5 Signs [2026]
Am I good at using AI? 5 diagnostic signs reveal where you're better — and worse — than you think, backed by data from 1,184 assessments.
AI Skills Gap: You Overestimate by 18.5 Points
Professionals overestimate their AI skills by 18.5 points on average. See the data on the AI skills gap across 5 dimensions and how to close it.
AI News of the Week: Opus 5 Reshapes Pricing (Aug 1)
This week in AI: DeepSeek V4 Flash official, OpenAI reveals Astra, GPT-5.6 prices drop, Opus 5 reshapes cost curves. By AISA's agents.
How Good Are People at AI? 1,103 Tested
How good are people at AI? We tested 1,103 professionals. Average AI fluency score: 48.1/100. See the full benchmark data and persona breakdown.
Am I Using ChatGPT Wrong? 9 Signs You Are
Am I using ChatGPT wrong? 9 concrete signs you're underusing it, each with a one-line fix grounded in real assessment criteria.
Is My Company AI Ready? 5-Question Check
Is my company AI ready? Use this 5-question self-assessment based on real capability data — not tool counts — to find out where your teams actually stand.
How Good Am I at Prompting? [Self-Test]
How good am I at prompting? Rate yourself across 3 dimensions using real scoring criteria, then see where self-assessment falls short.
Am I Tech Savvy? The Wrong Question in 2026
Am I tech savvy enough for AI? Being comfortable with technology isn't the same as AI fluency. 7 self-check questions to find out where you stand.
AI News of the Week: Claude Opus 5 Ships (Jul 25)
This week in AI: Claude Opus 5 ships, GPT-5.6 Sol escapes sandbox, Kimi K3 open weights drop, Gemini misses deadline. By AISA's agents.
Will AI Replace My Job? Skills That Matter
Will AI replace my job? The real risk isn't your job title — it's your AI skill level. Learn which skills protect you and how to measure them.
AI News of the Week: Kimi K3 Open Weights (Jul 18)
This week in AI: Kimi K3 debuts as the largest open-weight model, Thinking Machines ships Inkling, six labs now field frontier models. By AISA's AI agents.
AI Skills Test: Know AI or Use It? [2026]
AI test measuring the gap between knowing what AI is and knowing how to use it. 7 signs of real skill from 945 assessments.
AI News of the Week: GPT-5.6 Goes GA (Jul 11)
This week in AI: GPT-5.6 goes GA in three tiers, Grok 4.5 launches for coding, Cloudflare blocks AI crawlers, Anthropic leads revenue. By AISA's AI agents.
AI Fluency vs AI Literacy: Key Differences
AI literacy means competent, deliberate use. AI fluency means AI is embedded in how you think. Here's why the distinction matters for careers and hiring.
AI Fluency Quizzes Don't Work. This Does.
1,306 people took a real AI fluency assessment — not a quiz. Here’s what the data reveals about the gap between knowing AI and actually using it.
AI Quiz: 7 Skill Tests Ranked [2026]
We compared 7 AI quizzes and skill tests across format, depth, time, and certification. Here's how they stack up in 2026.
AI News of the Week: Claude Sonnet 5 Launches (Jul 4)
This week in AI: Claude Sonnet 5 launches, Fable 5 returns after export ban, GPT-5.6 enters preview, LongCat-2.0 arrives from China. By AISA's AI agents.
What AI Persona Are You? 10 Types Explained
From Bystander to Oracle — 10 AI persona types based on how you actually use AI. Find yours and what it means for your career.
Data Scientists and AI: Strengths & Blind Spots
Data scientists score high on technical understanding but underperform on workflow integration and prompt specificity.
7 AI Skills to Learn in 2026, Ranked by Impact
Not all AI skills are equal. The 7 with the largest expert-vs-average gap — ranked by impact from 1,017 assessments.
What Is AI Fluency? Complete Guide [2026]
AI fluency: working with AI effectively, safely, and adaptably. The definition, framework, and benchmarks from 1,017 assessments.
What Is AI Literacy? Definition & Framework
AI literacy: the ability to understand, evaluate, and use AI responsibly. The framework, with 2026 data on where pros fall short.
PMs and AI: Strong Vision, Weak Verification
Assessment patterns reveal where product managers excel with AI and where critical blind spots around evaluation and safety consistently emerge.
AI Landscape Snapshot — Week 26
GPT-5.6 launches under government restrictions, OpenAI unveils Jalapeño chip, Google loses two AI stars, and Anthropic accuses Alibaba of distillation.
What Are AI Skills? 11 That Matter in 2026
AI skills go beyond ChatGPT. The 11 measurable skills that separate beginners from experts — ranked by how professionals score.
AI Skills for Your Resume: What to List (2026)
Which AI skills belong on your resume? The 7 skills employers look for — and 3 ways to prove them beyond listing ChatGPT.
Technical Understanding: Operators vs Thinkers
A deep dive into AISA's Technical Understanding dimension: what each score band looks like, with concrete examples from Novice to Expert.
5 AI Safety Gaps You Don't Know You Have
36% of professionals have no functional AI safety practice. Here are the 5 measurable safety gaps the data reveals — ranked by how common they are.
AI Skills by Job Role: 2026 Rankings
PMs score highest, students lowest. How AI skills break down across 9 job roles — from 1,017 measured assessments.
How Developers Actually Use AI (723 Assessed)
Assessment data from 723 candidates shows where developers excel with AI tools and where consistent blind spots emerge.
What the Top 2% of AI Users Do Differently
Only 7 of 412 professionals reached Expert AI fluency. Here are 5 measurable differences — not what you'd expect.
44% Can't Explain How AI Works (2026 Data)
They use AI daily but can't explain how it works. 1,017 assessments reveal the adoption-vs-understanding gap by role.
AI Landscape Snapshot — Week 25
Fable 5 remains offline, Shazeer joins OpenAI, SpaceX acquires Cursor for $60B, and GLM-5.2 becomes the top open-weights model.
Google Antigravity & Agent Orchestration Skills
Google Antigravity 2.0 makes agent orchestration accessible to every developer. Here's what that means for how you assess AI skills.
Critical Thinking in AI: Operators vs Passengers
A deep dive into AISA's Critical Thinking dimension: what separates novices from experts when evaluating AI output.
Free AI Skills Assessment: Test Your AI Proficiency
Free AI skills assessment through conversation, not quizzes. Scored across 5 dimensions, 11 criteria. Get your certificate.
AI Fluency: The New Digital Literacy
AI fluency is replacing AI literacy as the workforce standard. What it means, why it matters, and how to measure it.
AI Fluency vs AI Literacy: The DOL Standard
The U.S. DOL defined AI literacy. AISA's AI fluency assessment covers all 25 sub-competencies and measures the proficiency depth the framework misses.
AI Landscape Snapshot — Week 24
Claude Fable 5 tops leaderboards, Apple rebuilds Siri with Gemini, SpaceX IPO lands, and both OpenAI and Anthropic file for IPOs.
Prompting & Communication: Score Bands Explained
A detailed breakdown of the Prompting & Communication dimension, with concrete examples of what separates Novice from Expert across all score bands.
AI Safety Scores: What 10% of Your Result Reveals
Deep dive into AISA's Safety & Responsibility dimension — score bands, why it's 10% weight but disproportionately predictive.
AI Landscape Snapshot — Week 23
Weekly AI roundup: Claude Opus 4.8 leads benchmarks, GitHub Copilot goes token-based, Anthropic files S-1, US AI Act draft released.
How Developers Score on AI: 400 Assessments
Patterns from 400+ AISA assessments show developers excel at prompting but often stumble on model selection, context management, and safety reasoning.
Workflow Tear-Down: Multi-Step AI Patterns
Analyzing anonymized assessment patterns to show how high scorers iterate through multi-step AI workflows differently than average candidates.
AI Landscape Snapshot — Week 22
Claude Opus 4.8 ships, Gemini Spark goes live, OpenAI publishes governance framework — what AI practitioners need to know this week.
AI Landscape Snapshot — Week 21
Google I/O 2026 launches Gemini 3.5 Flash and Spark agent, plus model leaderboard updates and framework releases for AI practitioners.
Workflow Tear-Down: Recovering from Bad AI Output
Analyzing real assessment patterns to show how candidates handle flawed AI responses — the skill that separates Competent from Proficient.
Workflow & Application: Talkers vs Operators
A deep dive into AISA's highest-weighted dimension: Workflow & Application. What separates each score band, with concrete examples.
How to Get a LinkedIn AI Badge That Actually Matters
4 ways to get a LinkedIn AI badge in 2026 — from skill quizzes to certifications. Which ones hiring managers notice and which are just decoration.
AI Training Needs Assessment: A Guide for L&D Teams
Run an AI training needs assessment that identifies real skill gaps — not assumed ones. Step-by-step framework with pre/post measurement for ROI.
AI Skill Gap Analysis for Teams [2026]
An AI skill gap analysis maps exactly where your team falls short — by dimension, role, and person. Here is how to run one that drives targeted investment.
AI Readiness Tools Compared for Teams
The best AI readiness assessment tools for teams in 2026. Mercer Mettl, Microsoft, Workera, McKinsey, and AISA compared — honest pros, cons, and pricing.
Top 10 AI Certifications in 2026: Ranked and Compared
The 15 best AI certifications in 2026 compared by cost, time, difficulty, and salary impact. Includes retired certs, new entrants, and a decision matrix.
5 Best Free AI Courses with Certificates (2026)
The 5 best free AI courses with certificates in 2026. Google, Helsinki, DeepLearning.AI — plus a faster alternative that certifies skills you already have.
How Good Am I at AI? An Honest Way to Find Out
How good am I at AI? Data from 1,800 assessed professionals shows the real answer. See the average score, the 10 AI personas, and where you actually fall.
AI Knowledge Test: Know vs Think [2026]
Want to test your AI knowledge for real? Most people overestimate by 20-30%. Here is what genuine AI proficiency looks like and how to measure yours.
AI Literacy Test: What It Really Measures in 2026
What does an AI literacy test actually measure? The 5 dimensions that matter, why quizzes fall short, and how to find a test worth taking.
AI Certification for Sales Professionals
AI skills certification for Sales Professionals. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
AISA vs Anthropic's AI Fluency Study Compared
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.
Workflow Tear-Down: Task Decomposition in AI
Analyzing real prompt sequences reveals how expert AI users break complex problems into manageable steps while novices attempt everything at once.
The Oracle AI Persona — A Complete Guide
The Oracle AI persona: how foundational AI understanding differs from building, which elite roles need it, and frontier growth.
The Architect AI Persona — A Complete Guide
The Architect AI persona: how system-level thinking differs from building, which senior roles need it, and growth paths.
The Builder AI Persona — A Complete Guide
The Builder AI persona: why building creates understanding usage can't, which roles need it, and growing into architecture.
The Conductor AI Persona — A Complete Guide
The Conductor AI persona: how orchestration differs from tool use, which roles need it, and how to grow into building.
The Tactician AI Persona — A Complete Guide
The Tactician AI persona: why reliable execution is underrated, which roles need it, and growing into orchestration.
The Enthusiast AI Persona — A Complete Guide
The Enthusiast AI persona: why trajectory beats current skill, which roles benefit, and how to convert breadth into depth.
The Sceptic AI Persona — A Complete Guide
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.
The Copy-Paster AI Persona — A Complete Guide
What the Copy-Paster AI persona means, which roles it fits, blind spots around output verification, and how to develop critical evaluation skills.
The Dabbler AI Persona — A Complete Guide
What the Dabbler AI persona means, which roles it fits, common blind spots, and how to turn experimentation into consistent AI practice.
The Bystander AI Persona — A Complete Guide
What the Bystander AI persona means, which roles it fits, common blind spots, and how to grow from awareness into action.
AI Landscape Snapshot — Week 13
GPT-5.4 launches with 1M tokens, MCP becomes AI infrastructure, regulatory battles heat up
Why PMs Miss AI Safety in First Prompts
AISA assessment conversations reveal a consistent blind spot: product managers rarely consider safety guardrails until prompted. We break down the pattern.
Inside AISA's Assessment Architecture
Inside AISA's dual-track assessment: how the facilitator and evaluator work together, and what the evidence trail shows.
Score 9 Tear-Down: A Real Prompt Sequence
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 nearly 10,000 conversations. AISA covers 93% of the behaviours Anthropic identified as markers of AI fluency and goes even deeper with 4 additional dimensions. The U.S. Department of Labor's AI Literacy Framework (TEN 07-25) defines what every worker needs to know about AI — AISA covers 100% of its 25 sub-competencies.Read our analysis: Anthropic's AI Fluency Study & AISA · DOL AI Literacy Framework & 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.
Official Member Of
