AISA
AISA

8 reviews · Updated

Independent Reviews of AISA What eight reviewers found when they examined and took the AI fluency assessment

Eight independent reviews of AISA, the AI fluency assessment, have been published since September 2026. Reviewers agree that AISA measures what people actually do with AI, backs every score with evidence from the conversation and shows people exactly where to improve.

Four reviews examine how AISA measures AI fluency, and four come from people who took the assessment, including a product director who tested it with a product team. Each review is linked in full.

Choosing an AI fluency assessment with colleagues? .

The short version

What reviewers say about AISA

Read side by side, the eight reviews of AISA agree on five things. Each point names the reviews that make it.

  1. 01It measures what people do with AI, not what they know.Reviewers set AISA apart from quizzes, self-ratings and usage dashboards because it observes how people actually work with AI.FoundrList · PeerPush · TechBullion · Mehmet Yalcin
  2. 02Every score is backed by evidence.Each score points back to the person’s own words in the conversation, so anyone can see why it was given.Mehmet Yalcin · Barış Esmer · SaaSCity · Saqib Tahir
  3. 03It is hard to bluff.The interviewer follows up on vague answers and sets hands-on challenges, so a good score has to be shown, not claimed.Barış Esmer · FoundrList · PeerPush · SaaSCity
  4. 04Results hold up on retake.Scores stay consistent when people take it again, and move where their skills have actually changed.TechBullion · FoundrList · PeerPush · Saqib Tahir
  5. 05It shows exactly where to improve.Reviewers found the specific habits worth changing, and a product director’s team used their reports to target training spend.Barış Esmer · Saqib Tahir · Ritika Gupta · Mehmet Yalcin

Every review

All eight AISA reviews at a glance

These are all eight independent reviews of AISA, newest first, with where each one was published. Select a reviewer to jump to the review.

ReviewerDate
Mehmet YalcinSubstack
Andrew WoodsvilleTechBullion
FoundrList teamFoundrList
Brian R.PeerPush
ghostySaaSCity
Barış Esmerbarisesmer.com
Saqib TahirBiz of Dev
Ritika GuptaMindset Matters

How AISA measures

AISA methodology reviews

Four reviews examine how AISA measures AI fluency: the adaptive conversation, the published rubric, the evidence behind each score and how results hold up when people take it again.

TechBullion ·

How to Measure AI Fluency in the Workforce: What 3,000+ AISA Scores Reveal for 2027

By Andrew Woodsville, Analyst

“[AISA] observes behaviour across a full adaptive conversation rather than a single task, links every score to evidence from that conversation, and produces results that hold on retake, with 98% of people landing in the same or an adjacent band.”

What 3,000+ AISA Scores show about workforce AI fluency, and how AISA compares with other AI fluency assessment tools for enterprise.

Read the full review on TechBullion

FoundrList ·

AISA Review 2026: The AI Fluency Assessment Built for Organisations

By FoundrList team

“After going through the published method, we recommend it for any organisation that needs an objective baseline of AI fluency.”

What AISA measures, how it rolls out across a company, and how its method compares with quizzes, self-assessments and usage dashboards.

Read the full review on FoundrList

PeerPush ·

AISA is an Evidence-Based AI Fluency Assessment for Enterprises: An Independent Methodology Review

By Brian R., B.A., Computer Science, Minor in Philosophy

“[AISA] is an AI fluency assessment that measures what people do with AI, not what they say about it.”

How AISA measures AI fluency across a workforce: the behavioural interview, the published rubric, the evidence behind each score and retest consistency.

Read the full review on PeerPush

SaaSCity ·

AISA Review: Can an Adaptive Conversational AI Test Accurately Measure Your Real-World Fluency? (2026)

By ghosty, Founder, SaaSCity

“AISA provides a structured, thoughtful alternative to the chaotic landscape of generative AI credentialing.”

An in-depth look at the whole assessment: the conversation, how scoring and integrity checks work, the rubric, the personas and the AI Fluency Index data.

Read the full review on SaaSCity

From people who took it

Hands-on AISA reviews

Four reviewers took the AISA assessment themselves and wrote about what the conversation and the report told them, including a product director who tested it with a product team.

Substack ·

AI Fluency for Organisations: How to Measure Enterprise AI Adoption and Drive Real ROI (Lessons from Testing AISA as a Product Director)

By Mehmet Yalcin, Director of Products, The Guardian

“Asking my team to interact with AISA changed how we approached L&D budgets, workflow automation, and product velocity.”

Testing AISA with a product team, the three results that followed, and a playbook for leaders measuring AI fluency.

Read the full review on Substack

barisesmer.com ·

Rated 4.5 / 5

A Hands-On Review of AISA's AI Fluency Assessment: What Works Well and What Doesn't

By Barış Esmer, AI Operator & Growth Leader

“As a mirror for your own practice, it's the best I've tried.”

A hands-on review of the interview, the report and the team offering, scored out of 5 across six areas.

Read the full review on barisesmer.com

Biz of Dev ·

AI Fluency and the War Against AI: Some Thoughts

By Saqib Tahir, Product Partner, Biz of Dev

“The instrument moved where I moved and sat still where I didn't, and that discrimination is better evidence for it than my score is.”

Taking AISA twice, six months apart, and comparing what changed in the scores with what changed in the work.

Read the full review on Biz of Dev

Mindset Matters ·

AISA AI Fluency Assessment: My Honest Review After Scoring 49/100

By Ritika Gupta, Professional blogger and content creator

“The assessment gave me something more valuable than just a number: a clearer understanding of my current strengths and the areas where I need to improve.”

A personal score, the result in each skill area, and what to work on next.

Read the full review on Mindset Matters

AISA reviews: frequently asked questions

Are there independent reviews of AISA?

Yes. Eight independent reviews of AISA have been published since September 2026: methodology reviews on TechBullion, FoundrList, PeerPush and SaaSCity, and hands-on reviews by Mehmet Yalcin, Barış Esmer, Saqib Tahir and Ritika Gupta. Each one is linked in full at aisa.to/reviews.

What do reviewers say about AISA?

Reviewers agree that AISA measures what people actually do with AI rather than what they know, backs every score with evidence from the person’s own words, is hard to bluff, holds up on retake and shows people exactly where to improve.

Do reviewers recommend AISA for organisations?

Yes. FoundrList recommends AISA for any organisation that needs an objective baseline of AI fluency, and Mehmet Yalcin, Director of Products at The Guardian, used it with a product team to target training spend at specific skill gaps. Organisations see every result on one scale, by team, function and organisation.

How long does the AISA assessment take?

Between 20 and 40 minutes. Each person has an adaptive conversation with Aisa, an AI interviewer, in their own time, and the full report and certificate are free.

Your next step

Measure AI fluency with AISA

Organisations use AISA to see who is AI fluent across their teams and where to focus training. Individuals use it to benchmark themselves and improve.

For your organisation

One scale for every team

See who is AI fluent and where the gaps are, with every score backed by evidence. AI fluency assessment for teams

For yourself

Take the assessment the reviewers took

A 20 to 40 minute conversation with Aisa. Your full report and certificate are free.

See my AISA score

The Science Behind AISA

Metropolitan PoliceHarvard UniversityCrowdboticsE.S.E.

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 criteria. 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

UKAI Official Member — UK AI Trade Association

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