Enterprises Treat AI As Integrated Product

Tycho Speekenbrink, Head of AI at Gain Life, argues that the gap between a $20/month ChatGPT subscription and six-figure AI vendor contracts comes down to three factors: integration, operational complexity, and repeatability. ChatGPT cannot reach into claims systems or query policy databases on its own. Enterprise AI requires normalization, validation, exception routing, and audit trails at scale — capabilities that personal productivity tools are not designed to provide. The underlying models may be identical, but productized enterprise AI demands orchestration layers that sustain demand for higher-priced vendor solutions.