Confident AI use is not the same as competent AI use.
I help organisations bring AI into their work without eroding the judgement of the people doing it. For business leaders and public sector teams.
Everyone knows what AI can give you. I work on what we’re giving to it in return.
THE GAP MOST ADOPTION MISSES
If 90% of your users are compliant but 0% are giving feedback, do you have a successful rollout — or a ticking time bomb?
Most AI adoption focuses on the tool, not the people using it.
The training covers features and prompts. The governance covers compliance and sign-off. Very little of it addresses what happens to the people using the tool: the slow shift in how they judge, decide, and trust their own expertise.
That shift is hard to see. Adoption looks healthy, usage is high, and performance quietly degrades. The first sign is often a decision that should never have been trusted.
I’m Sonya Cullington, a cyberpsychologist and digital policy advisor. I work on that gap, the distance between confident AI use and competent AI use, and what organisations need in place to close it.
A QUICK REFLECTION
Where is judgement actually at risk in your organisation?
Four questions worth sitting with before you spend anything on training.
1.
When your team uses AI, do you know whether they override it when it’s wrong, or only whether they use it?
Could your people explain and defend an AI-assisted decision, or only produce one faster?
2.
Has AI quietly moved into any decision it should not be making on its own?
3.
If your most experienced person left tomorrow, how much of their judgement now sits inside a tool no one is checking?
4.
If you are not sure of the answers, that uncertainty is the finding. It is worth a conversation.
TWO WAYS TO WORK TOGETHER
Choose the route that fits your organisation
FOR BUSINESS LEADERS
Bringing AI into your business
Briefings and in-house sessions on bringing AI into your business without quietly damaging how your people think and decide. Practical and grounded, built for organisations navigating AI without an obvious roadmap.
FOR NHS AND PUBLIC SECTOR TEAMS
Governance that holds in practice
Advisory, behavioural governance design, and the Judgement Integrity Framework, for leaders accountable for AI decisions in high-stakes environments.
THE WORK BEHIND THIS
Built where the consequences are real.
This work is grounded in cyberpsychology, the science of what technology does to human cognition, judgement, and professional identity. Sonya holds an MSc in Cyberpsychology and an MA in Politics and Public Policy, and has 25 years of experience in NHS communications. For ten of those years, she led communications on major digital transformations, including electronic patient record roll-outs, the large-scale clinical system changes where the gap between confident use and competent use carries real consequences.
That combination is uncommon: the formal discipline that explains why judgement erodes under AI use, set against decades of experience in how technology change actually lands in complex organisations.
The methodology was built in health and social care settings, where the consequences of poor AI use are measured in patient safety. Sonya was a founding architect of the NHS Communications AI Taskforce and authored its original governance structure and the NHS’s first AI operating framework. She is an AI Ambassador at the Department of Health and Social Care and chairs the Patient and Public Advocacy Steering Committee at UK Digital Health and Care.
“Your session was fabulous. I’ve had such amazing feedback on how inspired the team came away from it. In particular, we really appreciated how practical you made it, and we now have lots of ideas to use AI in ways which we hadn’t considered.”
Patrick Leahy, Director of Communications, Royal College of Surgeons of England
“I honestly thought the session was going to be about soft skills in AI adoption but actually it was the missing implementation piece in our governance strategy.”
Chief Information Officer, GoJ
START WHERE IT’S USEFUL
A first conversation, not a sales call.
If you are bringing AI into your organisation and want a clear-eyed view of what it costs in human terms, this is the right place to start.