From ad-hoc prompts to AI systems you can actually use.
I’m Steve Quinlan. An independent AI consultant helping UK firms bring more clarity, structure, and value to the way AI is used across the business.
Most AI in small businesses today is prompts. One person uses ChatGPT for emails. Another has Copilot open for documents. A third trials a tool someone recommended at a conference. Everyone is using something. Nobody can say what it is worth.
Prompts are a starting point, not a system. A system has structure. A system has measurement. A system is something the business can rely on, improve, and account for.
That level up, from scattered prompts to AI you can rely on, is the gap I help small businesses close.
What experimentation teaches you (that AI programmes desperately need)
Running experimentation programmes doesn't just teach you how to set up A/B tests. It builds the disciplines needed for human-centred AI strategies.
Speaking everyone's language. Experimentation sits at the intersection of engineering, design, analytics, and commercial strategy. So does AI. The skill is the same: translating between them.
Thinking in systems, not features. AI doesn't fail one tool at a time. It fails when the pieces don't connect data, decisions, and the humans in the centre.
Knowing what "working" actually looks like. Experimentation taught me to define success before building anything. Most AI initiatives can't tell the difference between a good demo and genuine value.
See it in practice
Chat GPSteve
My CV, reimagined as an interactive AI chatbot. A static document redesigned around how people actually want to explore someone's experience.
Managing AI Agents
A coordinated team of specialist AI agents doing real work with clear human oversight — the same pattern small businesses can use to get AI productive without handing over judgment.
Where next
The full story
How a decade of experimentation led to AI, and what I learned along the way.
The thinking
Blog posts on AI strategy, systems thinking, and why the human part is always the hard part.
Start a conversation
Whether it's consulting, collaboration, or just a question, I'm always happy to talk.