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Why measure AI skills

Employers want AI skills but cannot tell who has them.

  1. 1

    The need is urgent and real.

    89% of employers surveyed say hiring people with AI skills is a priority.

    AWS and Access Partnership, 2024
  2. 2

    We are poor judges of our own AI proficiency.

    0.05 correlation between people's own rating of their AI skill vs actual results – almost no correlation.

    Review of 24 studies, Verì, 2026
  3. 3

    Real work samples are one of the best indicators.

    0.33 correlation between work‑sample test scores and job performance – among the best of any hiring method.

    Sackett, Zhang, Berry and Lievens, 2022

The only reliable evidence of AI skill is real work.

Differentiating human capability in the post-AI economy

How we design our tests.

A question on the SIAA candidate screen: expense claims before the payment run, with the AI assistant on the right
  1. Creating fresh value with AI matters. So does using it safely and reliably. We assess both: working faster and better, taking on new work and overseeing AI agents; and keeping data safe, catching the AI's mistakes and handing over work others can rely on.

  2. Every question is a realistic piece of work from the person's own profession, with the documents, names and numbers they would have at work.

  3. Every question needs the person's own judgement: what to give the AI, what to check and what to send. Each question is tried against the AI on its own before use, and is used only if pasting everything in and copying the answer back scores clearly lower than careful work.

  4. An AI gives a different answer each time it is asked, so the final answer alone cannot be compared fairly. We mark how each person worked: what they asked the AI, what they checked and what they fixed.

Who it is for

Built for employers, universities and job seekers.

Employers

Hire and train with evidence.

Test applied AI skill in candidates before you hire them, and in your staff before and after training.

What we provideHR assessment platforms
Make an enquiry

Universities

Grade students on real AI use.

Grade university and college students on real work with AI in their own field, and add a recognised certificate to their diploma.

What we provideConsulting and white-labelling services
Make an enquiry

Job seekers

Show employers what you can do.

Get recognised for real ability with AI, with a certificate any employer can check.

What we provideCertifications and training
Make an enquiry

Levels

How we grade candidates.

Level 1

Foundations

Starting out with AI at work. It sometimes helps, and checking it is not yet a habit.

Level 2

Proficient

Trusted with AI on routine work: faster, just as good, and safe.

Target for graduates
Level 3

Advanced

Trusted on complex work and work outside their field. Oversees AI agents.

Level 4

Expert

Makes AI safe and useful for others. Designs how people and AI agents share the work.

Not yet trusted with AI at workTrusted with AI at work, at three levels

From our question bank

Sample questions.

Three questions from our bank, each in a different format and testing a different competency. The candidate works with a live AI assistant beside them.

Friday afternoon inbox. You are the sales coordinator at a road freight company. Over six minutes, customer emails arrive asking for prices and delivery dates, then one message from operations.

What they must do
Price each order with the right rate, discount and delivery option, and answer every customer within two minutes.
Why copying the AI fails
The emails arrive one by one, so there is nothing to paste at the start. A copier who passed each email to the AI and sent its reply word for word failed in 9 of 10 test runs: replies signed "[Your name]", notes meant for the user, and no answer to the operations news.
What we mark
Every price, how fast each customer was answered, and what they did when two customers needed the one express slot.

Try it yourself.

The free Level Check has ten short tasks like these. It takes about 45 minutes and shows your starting level and your skill gaps.

Take the free Level Check

Run a pilot with your staff or students.

Talk to us

For governments

Trusted by governments.

The Straits Institute runs AI training for governments, companies and universities. The SIAA Standard is built for public use: fair to every candidate, comparable across agencies and years, with an appeals route.

[Government or agency name]
[Government or agency name]
[Government or agency name]
[Government or agency name]
  • Civil serviceMeasure each agency's starting point, aim training where it is needed, and retest to show what changed.
  • National certificationA supervised credential with published evidence, fixed pass marks and an appeals route.
  • Colleges and TVETA line on the diploma: exhibited proficiency in applied AI in the student's field.
  • Readiness programmesA test of real work that sits beside awareness courses and shows what people can actually do.

About us

About the Straits Institute for Applied AI.

Since 2024, we have been training governments, enterprises and individuals to use AI at work. We publish the world's largest collection of applied AI reference textbooks, covering 19 industries and 166 professions.

300+Titles published
21Fields covered
6Languages

The AI+ Library: World's largest collection of Applied AI reference books

  • AI+ Doctors, front cover
  • AI+ Accountants, front cover
  • AI+ Auditors, front cover
  • AI+ Lawyers, front cover
  • AI+ HR Professionals, front cover
  • AI+ Copywriters, front cover
  • AI+ Cybersecurity Professionals, front cover
  • AI+ Architects, front cover
  • AI+ Retailers, front cover
  • AI+ Customer Service Professionals, front cover
  • AI+ Public Health Workers, front cover
  • AI+ Filmmakers, front cover
  • AI+ Property Managers, front cover
  • AI+ Researchers, front cover
  • AI+ Sports Coaches, front cover
  • AI+ Procurement Professionals, front cover
  • AI+ Business Leaders, front cover
  • AI+ Legal Practice Leaders, front cover
  • AI+ Retail Leaders, front cover
  • AI+ Recruiters, front cover
  • AI+ Creative Directors, front cover
  • AI+ Agricultural Professionals, front cover
  • AI+ Early Childhood Educators, front cover
  • AI+ Geoscience & Survey Professionals, front cover
  • AI+ Fashion Designers, front cover
  • AI+ Prison Officers & Corrections Professionals, front cover
  • AI+ Urban Planners & Smart City Officers, front cover
  • AI+ Radiographers and Medical Imaging Professionals, front cover
  • AI+ Ambassadors & Senior Diplomatic Leaders, front cover
  • AI+ Occupational Therapists, front cover
  • AI+ Cloud Architects & DevOps Engineers, front cover
  • AI+ TVET Instructors, front cover
  • AI+ Electricians & Electrical Trades, front cover
  • AI+ Primary School Teachers, front cover
  • AI+ Chemical & Process Engineers, front cover
  • AI+ Industrial & Manufacturing Engineers, front cover
  • AI+ Pharmacists, front cover
  • AI+ Bankers, front cover
  • AI+ School Leaders, front cover
  • AI+ In-House Counsel, front cover
  • AI+ Content Creators, front cover
  • AI+ Software Developers, front cover
  • AI+ Product Managers, front cover
  • AI+ Construction Professionals, front cover
  • AI+ Restaurant Owners, front cover
  • AI+ NGO Leaders, front cover
  • AI+ Designers, front cover
  • AI+ Writers & Authors, front cover
  • AI+ Logistics Professionals, front cover
  • AI+ Environmental Professionals, front cover
  • AI+ Executive Assistants, front cover
  • AI+ Librarians, front cover
  • AI+ Healthcare Leaders, front cover
  • AI+ HR Leaders, front cover
  • AI+ Physiotherapists, front cover
  • AI+ Sales Professionals, front cover
  • AI+ Foreign Service Officers & Diplomats, front cover
  • AI+ Mining Professionals, front cover
  • AI+ Language & EFL Teachers, front cover
  • AI+ Energy Traders, front cover
  • AI+ Customs Officers, front cover
  • AI+ Fire Service Leaders, front cover
  • AI+ Mental Health Professionals, front cover
  • AI+ Consular Officers, front cover
  • AI+ Food Scientists & Technologists, front cover
  • AI+ Optometrists, front cover
  • AI+ Oil & Gas Professionals, front cover
  • AI+ Apprenticeship Managers, front cover
  • AI+ Industrial Maintenance Technicians, front cover
  • AI+ Mechanical Engineers, front cover
  • AI+ Biomedical Engineers, front cover
  • AI+ Economists, front cover
  • AI+ Academic Research, front cover
  • AI+ Academic Writing, front cover
  • AI+ Scriptwriting, front cover
  • AI+ Assessment Design, front cover
  • AI+ Mentoring, front cover
  • AI+ Data Analysis, front cover
  • AI+ Agile Teams, front cover
  • AI+ Remote Team Management, front cover
  • AI+ Cold Outreach, front cover
  • AI+ Design Thinking, front cover
  • AI+ Customer and Client Communication, front cover
  • AI+ Career Development, front cover
  • AI+ Feedback and Performance, front cover
  • AI+ Ethical AI Use in Practice, front cover
  • AI+ Stakeholder Management, front cover
  • AI+ Cross-Cultural Communication, front cover
  • AI+ Crisis Communication, front cover
  • AI+ Qualitative Research Methods, front cover
  • AI+ Fieldwork & Ethnographic Research, front cover
  • AI+ Client Onboarding, front cover
  • AI+ Inventory and Resource Management, front cover
  • AI+ Customer Success & Retention, front cover
  • AI+ Everyone, front cover
  • AI+ At Work: Foundations, front cover
  • AI+ Students, front cover
  • AI+ Business Owners, front cover
  • AI+ Managers, front cover
  • AI+ Career Changers, front cover
  • AI+ At Work: Advanced, front cover
  • AI+ Communication, front cover
  • AI+ Asia: The Opportunity, front cover
  • AI+ Leadership, front cover
  • AI+ Prompts Primer, front cover
  • AI+ Mental Wellness, front cover
  • AI+ Homeland Security, front cover
  • State of AI in Healthcare, front cover

Courses developed for clients

  • AI+ for Everyone course
  • AI+ for Business Owners course
  • AI+ for Civil Servants course
  • AI+ At Work: Advanced course
  • AI+ Nurses course
  • AI+ Public Service Leaders course
  • AI+ School Teachers course
  • AI+ for Sales Conversations course
  • AI+ HR Leaders course
  • AI+ Business Leaders course
  • AI+ for Ethical AI Use in Practice course
  • AI+ for Change Management course
  • AI+ Content Creators course
  • AI+ for Students course
  • AI+ Healthcare Leaders course
  • AI+ for Account Management course
  • AI+ Negotiation course
  • AI+ Finance Directors course
  • AI+ L&D Professionals course
  • AI+ Communication course
  • AI+ Marketing Directors course
  • AI+ Administrative Professionals course
  • AI+ Librarians course
  • AI+ for Storytelling course