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As ChatGPT’s user base exploded, OpenAI shifted its focus from research to a sustainable business model that supports ongoing innovation while integrating AI into everyday life.
By Sarah Friar, CFO, OpenAI
January 18, 2026
When we launched ChatGPT as a research preview, our goal was to understand the implications of putting advanced AI directly in people’s hands. What followed was an adoption and usage scale that no one anticipated. People didn't just experiment with AI; they integrated it into their daily lives.
ChatGPT quickly transitioned from a curiosity tool to an essential part of daily workflows:
At OpenAI, we are both a research and deployment company. Our mission is to bridge the gap between the advancement of intelligence and its practical adoption by individuals, companies, and countries. As ChatGPT became a daily tool for real work, we adhered to a core principle: our business model should scale with the value that intelligence delivers.

People use ChatGPT not just for information but for decision-making:
Across every path-consumer subscriptions, workplace tools, platform business, and commerce-we apply the same standard: monetization should feel seamless and beneficial. Our goal is to ensure that as intelligence scales, so does its value for everyone involved.
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About the author
Kai built ML infrastructure at a Bay Area startup before developing an obsession with transformer architectures and inference optimisation that eventually pulled him out of product work entirely. A stint at a compute research lab sharpened his instinct for what actually matters in a model release versus what is marketing. He writes from the inside — from the perspective of someone who has debugged the systems he is describing at three in the morning. He is allergic to hype and instinctively drawn to the unglamorous plumbing questions that everyone else skips over.
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