I help you build systems and then make them smart.

AI projects

Most of my AI work is for public sector, aviation, defence and retail organisations. Client names stay private.

• Public sector

  A private assistant for policy and procurement rules

  A government entity wanted staff to ask questions of its policies, circulars and procurement rules without sending documents to a public AI service. I helped pick the first use cases, set up the deployment so data stayed inside their environment, define who could see what, and build a test set of real questions to check answers before rollout.

• Aviation

  AI on finance exceptions

  An airline's finance team spent days each month clearing invoice and payment exceptions. I helped design an AI step that reads each exception, suggests the likely cause and routes it to the right person, with a human approving every posting.

• Defence

  AI on a network with no internet access

  A defence manufacturer needed engineers to search technical documents and change records inside a restricted network. I helped choose a model that runs on their own infrastructure, set access by clearance, and decide what the assistant must never answer.

• Retail

  Answers for store teams

  A retailer's store teams asked the same product, stock and policy questions every day. I helped scope an assistant over approved product and policy content, reading stock from the ERP, with clear limits on what it could change.

• SAP Joule

  Joule readiness

  An SAP customer wanted to know what Joule would do for them. I worked out what their licence included, what had to be set up, and which processes were standard enough to benefit.