Establish the direction.
Review the proposed use case, current process, data involved, practical risks and likely value. The output is a clear view of what is worth pursuing, what needs changing and what should happen next.
Independent advice on where AI is genuinely useful, what it will touch, what needs to be controlled and how to move from experimentation to a working deployment.
AI projects often start with a product demonstration or a licence decision. I start with the work people are actually doing: where time is being lost, where information is repeated, where judgement is still essential and where a better process would have a measurable benefit.
That keeps the conversation grounded. The question is not whether a model can perform a task. It is whether the result is useful enough, reliable enough and manageable enough to earn a place in the business.
Review the proposed use case, current process, data involved, practical risks and likely value. The output is a clear view of what is worth pursuing, what needs changing and what should happen next.
Define the workflow, controls, ownership, testing and route into normal operations. I can work with your internal team, IT provider and chosen platform rather than replacing them.
Support decisions as the work is configured and tested, challenge unnecessary complexity and make sure the original business purpose survives contact with the technology.
Check whether the process is producing the expected benefit, whether people are working around it and whether governance still matches the way the system is actually being used.
Businesses need a clear position on which tools can be used, what information may be entered, who approves new use cases and where human checking remains mandatory. The answer should be proportionate to the business and understandable to the people expected to follow it.
I consider security and AI together because the boundary between them is disappearing. A useful deployment has to account for identity, permissions, confidential information, suppliers and the records the business may need later.
Appleby Systems is not trying to become your day-to-day IT support provider. I can work with the provider or internal team you already trust, giving the business an independent view of the design and helping translate the agreed direction into practical implementation.