Company AI All-Hands Case Study

Organisational AI adoption stalls when it stays abstract. People need to see a real system built by a colleague, not a vendor demo.

Presented Marketplace Beta as the company case study at the AI all-hands — walking through the multi-model pipeline architecture, the model-tier selection logic, and how the same approach transfers to internal work.

Turned an individual build into an organisational reference point for what applied AI looks like inside a commercial function.