This interview segment highlights how OpenAI has fundamentally transformed the global IT ecosystem and created new business opportunities.

The introduction of advanced AI technologies has driven exponential growth in demand for computing power, followed by the rapid expansion of data and intelligent application workloads—signaling a full-stack evolution within the industry.

Professor Liu also points out a clear divide between two major categories of GPU server users: established internet companies with strong AI adoption capabilities, and traditional enterprises that lack experience in AI deployment.

For the latter, low utilization of expensive GPU resources underscores the urgency for solutions that reduce the cost and complexity of adopting AI—ultimately enabling broader and more effective participation in the growing AI economy.