AI Lab
A place to build with AI: small builds, tests and tools I've made to solve problems or learn something new.

Business Change Simulator
A process change simulator that answers every 'what-if' once you've established the foundations with the right sources. Input your hypothesis and see how it impacts people, the business and the project.
Almost like a project's digital twin - play with cause and effect.
Born out of a hackathon over 3 days, with a team of 5, pushing the boundaries of a scoped deliverable to an outcome-based approach.
See the project

Offset Loan Checker
I have a mortgage. I have an offset account. How do I know if interests are deducted accurately?
An online search left me more confused, either from an agent's website trying to upsell or a financial service page with more technical jargon to wrap my head around. So I built this tool specifically to break it all down for me, explained with elementary math.
See the project

Second Look
One of my biggest gripes with flashy, very cool designs is that they usually fail in accessibility. Don't even get me started on AI-generated screens and prototype!
To prove it, I leveraged Nelson Norman Group's UX heuristic with Intopia's recently released accessibility skill developed for FigmaMake to assess any design input to WCAG 2.2 AA standard. Now, we have the evidence to do better.
See the project

Frequency
Some days are for bunkering down and getting sh*t done. Music helps me get into the flow, I land on YouTube and more often than not, I get distracted into recommended side quests. We all know it's not me, it's the algorithm!
So I decided to vibe my own algo - monthly refresh of new tunes, spontaneity of discovery mixed with known classics - no more side quests and stuff gets ticked off all over the board.
See the project