The journey behind AdGPT combines product innovation, architectural clarity and obsessive problem solving around marketing complexity. It evolved through experiments that removed dashboard fatigue, automated analysis and made intelligence accessible. The result is a model that learns from context and supports leaders with ready-to-act insights.