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Voice AI evaluation · Quality teams

Hear the answer.See the whole story.

Bring the conversation, the attempted action and the saved outcome into one review. Give your team a clear reason to pass a case, flag it or ask for more evidence.

Your scenarios. Your success criteria. Evidence to review.

Evidence incompleteClaim contradictedReview required

Illustrative checks

01 / The conversation

What did the agent promise?

02 / The action

What did the system accept?

03 / The outcome

What was actually saved?

Make every quality decision explainable.

Illustrative scenarios · fictional conversations and expected checks

Simulated caller

Is the new appointment definitely confirmed?

Agent

Yes, the appointment is saved for Tuesday at 2 p.m.

Claim ready for review

Review the claim

Identify what the agent actually committed to, including the customer, action and any conditions attached to it.

Outcome unavailable

Flagged

Evidence to review

The recording contains a confirmation, but no saved-state evidence is available. The result needs more evidence; it cannot be treated as a pass.

Inspect the evidence

Match the statement with the operation response and readback. Keep missing evidence distinct from a proven failure.

Simulated caller

Did the cancellation go through?

Agent

It did not complete. Your booking is still active, and I’ve recorded a follow-up request.

Recovery is explicit

Evaluate recovery

Check whether the agent communicates a failed operation accurately and gives the caller a supported next step.

Make the next release easier to trust.

Keep criteria consistent.

Agree on the checks and apply them to comparable scenarios across agent versions.

Preserve uncertainty.

Use incomplete outcomes when receipts or state are missing, instead of inferring success from fluent speech.

Keep human judgement visible.

Record reviewer decisions and inspect advisory labels in the context of the available evidence.

Illustrative review workflows. Advisory model labels require human review. These pages do not claim comprehensive production monitoring, automatic adjudication or certification.

Built around your workflow

See the conversation. Check the outcome.

Bring your team’s hardest scenario. Let’s define what a successful result would need to prove.

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