OpenAI CFO: Judgment Will Be the Scarcest Asset in the AI Era

In a Sept. 10 episode of the "Grey Matter" podcast, OpenAI Chief Financial Officer Sarah Friar discussed AI commercialization, capital expenditure returns, and the company's technology roadmap. Friar argued that as intelligence becomes commoditized, judgment will emerge as the scarcest asset for individuals and businesses.

She traced AI's evolution: ChatGPT's launch in 2022 was limited to question-and-answer interactions; by late 2024, OpenAI achieved breakthroughs in reasoning; and in 2025, AI entered the "agentic" stage, where more than a billion users could experience direct execution of requests. Friar pushed back on fears that AI will replace programmers, saying developers are now more numerous than two years ago because they can focus on logic.

On business value, Friar said Cisco developers are 3 to 10 times more productive with AI, and a major global bank is rolling out the technology to 120,000 employees. She noted OpenAI's valuation reached $157 billion after a record fundraising round. Comparing the company's heavy compute investment to building railroads, she said capacity will materialize over one to three years, and pointed out that compute hardware purchased a year ago could be resold at three to five times its original price.

Friar also predicted that AI will deconstruct traditional software packages, pushing the industry toward "headless API" models that preserve data control while enabling large-scale AI customization. She warned that cybersecurity is a major risk and opportunity in the AI era, and that AI companies must become strong partners for governments.