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The Organizational Adoption Profile: A Change Readiness Assessment

A change readiness assessment for the human side of AI adoption and technology transformations

You’ve invested in the technology. You’ve built the business case. And your people are still quietly going back to the old way of doing things. That’s because nobody measured whether they were ready.

The Organizational Adoption Profile (OAP) measures what most AI and tech transformation readiness assessments miss: the five psychological and cultural drivers that determine whether your workforce will adopt, resist, or quietly disengage.

Built for CHROs, CTOs, and transformation leaders at mid-sized organizations (500 to 5,000 employees) navigating AI adoption and technology change.

Developed by Dr. Xenia Wade · PhD in Human Resource Management · Grounded in organizational psychology research

Five Drivers of Adoption Readiness

Before you can predict how your transformation will land, you need to understand the organizational conditions it’s landing into.

Adaptability Mindset

Do people see change as an opportunity or as a threat?             

Low readiness: Avoid risk and hold back until change feels unquestionably safe.

Strong readiness: Treat change as opportunity and advance through experimentation.

Psychological Safety

Can people voice concerns and admit mistakes, or do they stay silent?

Low safety: Fear and self‑protection dominate, and issues go underground.

Strong safety: Problems surface early because people raise concerns without fear.

Empowerment Orientation

Do people trust their judgment and act, or wait for permission?

Low empowerment: People feel like passengers, not participants, and workarounds quietly replace commitment.

Strong empowerment: AI is built with people, not at them, and employees feel genuine ownership over how it enters their work.

Action Style

Does the organization test early and adjust, or analyze first?

Low action style: A deliberative culture slows rollout, and rushing it creates bottlenecks instead of momentum.

Strong action style: Pace and rollout speed are well matched, allowing people to move, adjust, and iterate without feeling rushed.

Adoption Capacity

Do people have bandwidth for something new, or are they stretched thin?

Low capacity: Nothing left in the tank, and even motivated people default to survival mode when maxed out.

Strong capacity: People have space to genuinely engage, and teams can absorb change without it becoming one more burden


Every week without a clear adoption picture, shadow workarounds quietly take root and resistance becomes harder to reverse.

How We Get There

Build

Co-design OAP survey tailored to your organizational context.

Collect

Deploy survey across your workforce and conduct qualitative interviews with key stakeholders.

Analyse

Statistical analysis at organizational and department level. Interview themes coded and mapped.

Deliver

Leadership Workshop plus your Change Readiness Profile and Prioritised Roadmap shared.

GET STARTED

Ready to find out where your organization actually stands?

The longer adoption gaps go unmeasured, the deeper resistance embeds. Find out what’s really blocking your workforce before the next rollout stalls.

Want to see where you stand before we talk?

The Adoption Readiness Scan is a free 5-minute snapshot of your organization across the five OAP drivers. It’s not the full diagnostic but it will show you which areas to pay attention to first.

Let’s talk about what your results mean.

Book a 30‑minute discovery call to discuss your organization’s adoption challenges. Explore what’s getting in the way of momentum and where clarity is missing. Decide together whether the full OAP diagnostic is the right fit.

Go Deeper

Already sensing something is off? Start with a 5 minute Adoption Readiness Scan.

Read my posts on LinkedIn or  take a look at the recent Blog Articles