Voice AI can sometimes mix up details, like confusing order B3172 with B3712....

https://technivorz.com/how-do-i-separate-audio-problems-from-reasoning-problems-in-voice-ai/

Voice AI can sometimes mix up details, like confusing order B3172 with B3712. This post explains how using identifier readback—where the AI repeats key info back to customers—and risk-tiered verification steps help catch errors early