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Scoring insights, persona deep-dives, and industry research from the AI skills assessment engine.
AI skills certification for Project Managers. Free 20-minute conversational assessment across 5 dimensions. Get certified and add it to LinkedIn.
Honest AWS AI certification review for 2026. Covers AWS AI Practitioner, ML Specialty, cost, difficulty, and how they compare to general AI fluency credentials.
Model Context Protocol is now foundational infrastructure. Here's what that means for how you assess AI skills in candidates.
Developers excel at understanding AI capabilities but often overlook safety considerations in their implementations.
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.
Get an AI certificate without a course — in 20 minutes. AISA certifies what you can already do through conversation, not coursework.
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 in 2026: vendor, general, and course-based options compared. How to choose the right credential for your career stage and role.
Learn how to measure AI training ROI with before/after assessments, dimensional analysis, and cost-per-point metrics that prove value to leadership.
Compare 9 AI fluency assessment methods — from quick quizzes to formal certifications — by format, cost, time, and what they actually measure.
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.
Compare 11 AI tests across cost, time, what they measure, and whether they produce a credential — from 5-minute quizzes to formal certifications.
Every resume will soon claim AI skills. Here is exactly where to put them, what to say, and how to prove it.
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 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 average 53.7/100 — above the benchmark but with a safety gap that raises concerns for customer data handling.
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 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: 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: data from 150 assessed professionals. Average score 54.8 vs 48.0 overall — strong on workflow, weakest on safety and ethics.
Sales professionals score 53.7 on AI fluency 12% above average. Which AI skills give sales teams a real edge.
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 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 from 1,200+ assessed professionals. The weakest AI skill, the biggest within-team gaps, and where training budgets should go.
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, proficiency, and fluency describe different skill levels. Data from 1,198 assessments shows where most professionals actually land.
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.
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 diagnostic signs reveal where you're better — and worse — than you think, backed by data from 1,184 assessments.
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.
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? 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 concrete signs you're underusing it, each with a one-line fix grounded in real assessment criteria.
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? Rate yourself across 3 dimensions using real scoring criteria, then see where self-assessment falls short.
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.
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? The real risk isn't your job title — it's your AI skill level. Learn which skills protect you and how to measure them.
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 test measuring the gap between knowing what AI is and knowing how to use it. 7 signs of real skill from 945 assessments.
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 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.
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.
We compared 7 AI quizzes and skill tests across format, depth, time, and certification. Here's how they stack up in 2026.
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.
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 score high on technical understanding but underperform on workflow integration and prompt specificity.
Not all AI skills are equal. The 7 with the largest expert-vs-average gap — ranked by impact from 1,017 assessments.
AI fluency: working with AI effectively, safely, and adaptably. The definition, framework, and benchmarks from 1,017 assessments.
AI literacy: the ability to understand, evaluate, and use AI responsibly. The framework, with 2026 data on where pros fall short.
Assessment patterns reveal where product managers excel with AI and where critical blind spots around evaluation and safety consistently emerge.
GPT-5.6 launches under government restrictions, OpenAI unveils Jalapeño chip, Google loses two AI stars, and Anthropic accuses Alibaba of distillation.
AI skills go beyond ChatGPT. The 11 measurable skills that separate beginners from experts — ranked by how professionals score.
Which AI skills belong on your resume? The 7 skills employers look for — and 3 ways to prove them beyond listing ChatGPT.
A deep dive into AISA's Technical Understanding dimension: what each score band looks like, with concrete examples from Novice to Expert.
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.
PMs score highest, students lowest. How AI skills break down across 9 job roles — from 1,017 measured assessments.
Assessment data from 723 candidates shows where developers excel with AI tools and where consistent blind spots emerge.
They use AI daily but can't explain how it works. 1,017 assessments reveal the adoption-vs-understanding gap by role.
Only 7 of 412 professionals reached Expert AI fluency. Here are 5 measurable differences — not what you'd expect.
Fable 5 remains offline, Shazeer joins OpenAI, SpaceX acquires Cursor for $60B, and GLM-5.2 becomes the top open-weights model.
Google Antigravity 2.0 makes agent orchestration accessible to every developer. Here's what that means for how you assess AI skills.
A deep dive into AISA's Critical Thinking dimension: what separates novices from experts when evaluating AI output.
Free AI skills assessment through conversation, not quizzes. Scored across 5 dimensions, 11 criteria. Get your certificate.
AI fluency is replacing AI literacy as the workforce standard. What it means, why it matters, and how to measure it.
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.
Claude Fable 5 tops leaderboards, Apple rebuilds Siri with Gemini, SpaceX IPO lands, and both OpenAI and Anthropic file for IPOs.
A detailed breakdown of the Prompting & Communication dimension, with concrete examples of what separates Novice from Expert across all score bands.
Deep dive into AISA's Safety & Responsibility dimension — score bands, why it's 10% weight but disproportionately predictive.
Weekly AI roundup: Claude Opus 4.8 leads benchmarks, GitHub Copilot goes token-based, Anthropic files S-1, US AI Act draft released.
Patterns from 400+ AISA assessments show developers excel at prompting but often stumble on model selection, context management, and safety reasoning.
Analyzing anonymized assessment patterns to show how high scorers iterate through multi-step AI workflows differently than average candidates.
Claude Opus 4.8 ships, Gemini Spark goes live, OpenAI publishes governance framework — what AI practitioners need to know this week.
Google I/O 2026 launches Gemini 3.5 Flash and Spark agent, plus model leaderboard updates and framework releases for AI practitioners.
Analyzing real assessment patterns to show how candidates handle flawed AI responses — the skill that separates Competent from Proficient.
A deep dive into AISA's highest-weighted dimension: Workflow & Application. What separates each score band, with concrete examples.
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.
Run an AI training needs assessment that identifies real skill gaps — not assumed ones. Step-by-step framework with pre/post measurement for ROI.
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.
The best AI readiness assessment tools for teams in 2026. Mercer Mettl, Microsoft, Workera, McKinsey, and AISA compared — honest pros, cons, and pricing.
The 15 best AI certifications in 2026 compared by cost, time, difficulty, and salary impact. Includes retired certs, new entrants, and a decision matrix.
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? Data from 1,800 assessed professionals shows the real answer. See the average score, the 10 AI personas, and where you actually fall.
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.
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 skills certification for Sales Professionals. Free 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.
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: how foundational AI understanding differs from building, which elite roles need it, and frontier growth.
The Architect AI persona: how system-level thinking differs from building, which senior roles need it, and growth paths.
The Builder AI persona: why building creates understanding usage can't, which roles need it, and growing into architecture.
The Conductor AI persona: how orchestration differs from tool use, which roles need it, and how to grow into building.
The Tactician AI persona: why reliable execution is underrated, which roles need it, and growing into orchestration.
The Enthusiast AI persona: why trajectory beats current skill, which roles benefit, 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
AISA assessment conversations reveal a consistent blind spot: product managers rarely consider safety guardrails until prompted. We break down the pattern.
Inside AISA's dual-track assessment: how the facilitator and evaluator work together, and what the evidence trail 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 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.
