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Why Most Voice AI Deployments Fail (And How the BELL Framework Fixes It)

Author

Justin Nam
December 26, 2025

In partnership with

A Better Way to Deploy Voice AI at Scale

Most Voice AI deployments fail for the same reasons: unclear logic, limited testing tools, unpredictable latency, and no systematic way to improve after launch.

The BELL Framework solves this with a repeatable lifecycle — Build, Evaluate, Launch, Learn — built for enterprise-grade call environments.

See how leading teams are using BELL to deploy faster and operate with confidence.