Said in public.

Invited as a technical expert to brief MPs on generative AI in civic engagement, democratic transparency and automated policy insight.

An unscripted conversation on the gap between technical and business leadership, why output metrics mislead, and AI as a mirror on structural problems rather than a fix for them.

Systemic challenges in political polling, and how statistical theory, modelling and data fusion offer more resilient alternatives.

Presenting Suffrago's polling methodology: using generative AI to turn what people actually say into rigorous survey questions, so local context and the reasoning behind an opinion carry through, instead of only the loudest voices.

The barriers small businesses face in adopting AdTech, and how AI-driven automation levels the playing field.

Predictive modelling over large-scale behavioural data to forecast pivotal cricket moments, with creative, media and analytics in one team.

A technical deep-dive into audience modelling, data quality assessment and activation pipelines across programmatic ecosystems.

Extended audience discussion on data quality engineering, programmatic activation and operational scaling.