5 Voice Agent Failure Modes You'll Hit in Week One — Venky B, Plivo
Source
youtube.com
Author
AI Engineer
Date
Context
Collecting a phone number by voice works differently from transcribing an ordinary sentence. This production-engineering talk proposes defining the field's expected shape before asking for it, then validating the answer against that shape. An unexpected letter or incorrect length becomes a specific problem the system can correct or ask the caller to resolve.
The same approach makes evalA repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.Full definition → more precise: test whether each field was collected correctly, rather than judging only whether the overall conversation sounded successful. It gives developers a concrete place to detect and repair data-entry failures before the captured value moves further through the workflow.
Terms in this piece · Glossary
eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
AI agent — An AI system that doesn't just answer once but works toward a goal in a loop — taking actions, reading the results, and deciding what to do next.