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Voice AI Strategy

Field notes on AI voice agents, contact centre automation and multilingual customer operations across Southeast Asia.

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Voice AI Strategy

Resolution Rate, Not Containment: How to Measure Agentic Voice AI

Containment rate tells you how many callers never reached a human — not how many got what they called for. Agentic voice agents that complete real tasks need a resolution-first scorecard, and most teams are still reporting the wrong number.

6 min read