“We know AI matters. We do not know where to start.”
I identify the workflows and commercial opportunities where AI is likely to create meaningful value — and filter out the noise.
I help businesses connect existing systems, replace manual workflows, simplify processes and build better internal tools when it makes sense — so you can save time and create more value.
The real problem
They need clarity on where AI is worth using, what should be built, and how to get from an interesting demo to a workflow people will actually rely on.
I identify the workflows and commercial opportunities where AI is likely to create meaningful value — and filter out the noise.
I turn promising ideas into working prototypes, internal tools and redesigned workflows quickly enough to test whether they deserve further investment.
I translate commercial needs into practical product and software decisions — without losing sight of users, constraints or the business case.
What I do
The engagement can be advisory, hands-on or both. I prefer concrete outcomes over long consulting deliverables.
Work out where AI or better digital execution can materially improve the business before committing resources.
Move from discussion to something tangible: a prototype, internal tool, automation or customer-facing workflow.
Connect the solution to real users, operations and commercial logic so it becomes more than a technical experiment.
How we work
I prefer to reduce uncertainty early. Instead of committing to a large programme, we identify the most valuable assumption and test it with the smallest credible piece of work.
Clarify the workflow, user, constraint and economic value. AI is not automatically the answer.
Decide what we need to learn and what can be built quickly enough to answer that question.
Prototype the workflow, tool or product and test it against actual operating conditions and user needs.
If the evidence is good, improve reliability, integration and adoption. If not, change direction before the sunk cost grows.
Selected operating evidence
These are real ventures and products I have worked on. Where I do not have a defensible public result metric, I do not manufacture one.
Worked on the frontend, product experience and commercial side of a browser-based messaging product together with backend partners.
Built a production business system with AI-assisted software development, combining lead handling, operational workflows and asynchronous work in one practical stack.
Co-founded an e-commerce business and owned the commercial side: products, sourcing, pricing, marketing, SEO and paid acquisition.
About
AI & Business Consultant · Founder · Builder
Advice shaped by building things myself.
My background spans business development, marketing, e-commerce, software, UX, operations and entrepreneurship. Today I combine that operator experience with hands-on AI-assisted product and software development.
I have spent more than two decades working where commercial decisions and technology meet. That changes the questions I ask: Who uses this? What does it replace? Why is it better? What is it worth? How quickly can we test it?
Fit
Before you get in touch
No. In many cases the useful first step is determining whether AI belongs in the solution at all. A concrete business problem is more useful than a pre-selected technology.
Both sides matter in my work. I can help frame the business case and product direction, but I also work hands-on with prototypes, automation and AI-assisted software development. The exact mix depends on the problem.
Yes. I can work directly with founders or management, or bridge between business, product and technical teams when the challenge sits across those functions.
The work is most relevant when a company can move on good ideas: founder-led businesses, SMEs and teams inside larger organisations that need practical progress rather than a broad transformation programme.
Start with the problem
You do not need to know whether AI is the right answer. Send me the workflow, bottleneck, opportunity or idea. I can help determine whether there is something worth pursuing.