Carl Andersson is a technologist and AI consultant with 25 years of experience across software engineering, business technology and process design. He has designed AI operating models and orchestration layers for organisations in the Australian financial services and insurance industries, working on the operational decisions that determine whether AI adoption produces real outcomes or expensive disappointment. He founded Nutropic, an AI strategy consultancy based in Melbourne, to help clients ensure that decisions about cognitive responsibility are made deliberately rather than by default.