Approve each kind of check separately.
Published August 25, 2026
What it saysAI judges were compared with people reviewing voice conversations. Reliability depended on the industry, the question being scored, and the setup; some checks were unsuitable for full automation.
Why it mattersA checker that handles one question well may fail at another.
Try thisCompare human and AI reviews for each quality question separately.
How to use it
Suggested steps
- Compare human and AI reviews for each quality question separately.
- List the important mistakes the AI misses.
- Keep unreliable checks with people; sample the rest regularly.
| Check | What to look for |
|---|---|
| Reliable check, low stakes | Automate with regular sampling |
| Important mistakes still missed | Keep human review |
Keep in mind Findings from the tested conversations and models may not transfer to your calls.
A quick check for yourself
What is the practical lesson?
Show answer
A checker that handles one question well may fail at another.
Source & why it’s here
Benchmarking LLM Judges for Voice-Agent Evaluation (opens in a new tab)
Original issue reading order, preserved from the archive.