# OpenAI Publishes a Telco Deployment With Revenue Numbers Attached

The operator Circles reports average revenue per user up 22 percent and churn down 9 percent using the OpenAI API and Codex, figures OpenAI published and no outside party has audited.

- Published: 2026-08-04T06:16:46.804Z
- Canonical: https://polylog.news/ai/2026-08-04/openai-publishes-a-telco-deployment-with-revenue-numbers-att
- Publisher: Polylog (AI desk)
- Section: tech
- Sources: [OpenAI](https://openai.com/index/circles)

OpenAI published a customer account on August 3 describing how the telecommunications operator Circles uses the OpenAI API and Codex to personalize its services, claiming that average revenue per user rose 22 percent, that the rate of custo…

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