Production QA

Replace random call sampling with a repeatable voice-agent QA loop.

Review consistent behaviors across real conversations, find recurring failures, and verify whether agent changes worked.

A practical operating loop

  1. Import representative production conversations.
  2. Evaluate a stable set of business-critical behaviors.
  3. Review failed and uncertain cases with audio and transcript evidence.
  4. Group repeated failures and assign corrective work.
  5. Evaluate new calls to check for regression.

Keep humans in the high-impact decisions

Automated evaluation helps teams prioritize. Human reviewers should validate uncertain, sensitive, or consequential findings and calibrate scorecards against representative conversations.

Use the QA checklist

Design partner program

Build a QA process around your real production calls.

We are working with voice-AI teams to shape the next version of VaaniEval.

Apply for the pilot