Circles' AI telco stack shows how multi-agent CX can actually move the needle
Circles built an AI-native telco stack on OpenAI—pairing a multi-agent Concierge with personalization and guardrails. Early results: 65% autonomous resolution, 22% ARPU lift, 9% churn drop—and a practical playbook startups can adapt beyond telco.









