Circles uses the OpenAI API and Codex to create personalized telecom services. According to OpenAI News, this was accompanied by a 22% increase in ARPU and a 9% decrease in churn.

The source also reports improved development efficiency. The significance of the case depends on how durable these results are and whether they are applicable beyond Circles; the available publication contains only a brief description without details on methodology.