Doctoral research · Practitioner insight

Your company is transforming with AI. Where do you actually stand?

“Learn to code” and “be adaptable” are not answers. This assessment maps your real situation across 6 organisational dimensions and gives you a diagnosis, not generic advice.

2 minutes · Free to start · No account required

Full report · Free · No account required

6Dimensions analysed
<2 minFree assessment
PhDPractitioner lens

The goal

Not reassurance. Clarity.

You cannot plan your response without knowing your actual position. This gives you that.

What we measure

The 6 dimensions of your position

Each dimension is a different lens on your vulnerability and resilience. Your profile is the intersection of all six.

01

Domain Fit

What AI can actually replace in your specific field — and what it cannot.

02

Technical

Your personal readiness and your company's real capacity — scored separately.

03

Leadership

What management has communicated — and what the silence means for your role.

04

Org Learning

Real capability-building vs. transformation theatre.

05

Influence

Whether you are inside or outside the circle where AI decisions are made.

06

Ethical Value

How incoming regulation shifts — or erodes — your professional leverage.

The process

How it works

01

Answer 5 quick questions

Role, location, company situation, what worries you most. No account. No email required.

02

Get your preliminary profile

See your profile type and two real observations about your situation, generated by AI.

03

Unlock the full diagnosis

Complete a 17-question diagnostic (~15 min). All 6 dimensions scored, personalised written analysis, 3 specific actions. Free.

Honest answers

Questions you probably have

Yes — and it often reflects something real rather than irrational fear. AI transformation creates genuine structural uncertainty that most organisations communicate poorly. The anxiety typically points to one of 6 specific factors. Naming which one is causing it is the first step to doing something about it.

Not primarily your job title. What matters: how much of your work requires judgement AI cannot yet replicate, whether your organisation can actually deploy AI (not just intend to), what your management has said about your role specifically, whether your company has a real track record of adapting, whether you’re inside AI decision circles, and how incoming regulation affects your expertise. Two people with the same title in different companies can have completely different risk profiles.

Probably not unconditionally. The assessment is designed to give you a realistic picture — which sometimes means naming real vulnerabilities. If your situation is genuinely precarious, you'll see that. Clarity is more useful than false comfort.

Job-title tools use population averages. This looks at 6 structural factors specific to your role, your organisation, and your location. Two people with the same job title in different companies can have completely different risk profiles.

Your responses are stored to generate your report and to improve the diagnostic model over time. We don’t sell your data or share it with third parties. Your report stays accessible via a private URL for at least 90 days.

Yes — completely free. Each report runs 17 questions through an AI model and generates around 800 words of personalised diagnostic writing, at no cost to you. No payment, no account.

A 6-dimension organisational diagnostic framework developed through doctoral research in management science. It identifies the structural factors — not job-title statistics — that determine how an employee is actually positioned during an AI transformation.

Every question, on one page: Browse the full FAQ →

More on how this works and what it cannot do: Read the full methodology →

Your situation is specific. Generic advice won’t cut it.

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