電信營運商ARPU在OpenAI助力下躍升22%
circles利用openai的api和codex打造ai原生電信體驗，使arpu增長22%，客戶流失率降低9%。
circles implemented openai's api and codex to power ai-native telco infrastructure, moving beyond basic support to generate personalized user experiences. this deployment drove specific financial gains, including a 22% lift in arpu and a 9% drop in churn, while simultaneously improving development efficiency. the case signals high-stakes value for vertical ai integration in legacy industries like telecommunications, where generative models directly impact core revenue metrics.