manual steps
AA.FOLLOWING THE THREAD

I’m a Senior Product Designer and UX Engineer with 10+ years of experience turning complex workflows into clear, usable products. I work across research, product design and front-end development, with a focus on AI and decision-support tools where trust and transparency matter.
From calculating a footprint to helping people understand what is driving it and decide what to do next.
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An independent AI product experiment designed to make evidence, uncertainty and generated reasoning easier to inspect and question.
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Replacing a subjective spreadsheet process with a clearer way to score products, understand gaps and plan improvements.
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Focused examples of design-system repair, metadata-led search and a framework for choosing how to prototype.
Ideas, questions and things I’ve learned working across design, engineering and AI. Some came from solving problems. Others from realising I was asking the wrong questions.
More thoughts on MediumHave a complex workflow, design system or product idea that needs clarity? Let’s talk about how I can help move it forward.
About my approach →Email ↗LinkedIn ↗These figures come from project records, usability research and technical measurements. Each entry explains what was counted and what the result means.