Building advanced AI tools often fails due to unclear problem framing, lack of data pipelines, and insufficient execution muscle. GrowthJockey's venture-architect story for Intellsys AdGPT reportedly combined domain expertise, validated customer needs, and execution teams, reducing iteration cycles, accelerating fit, and delivering prescriptive advertising capabilities that solve marketer pain.