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Voice AI evaluation · Product teams

Ship a better experience.Know what improved.

Connect the customer promise to a measurable task outcome. Define success with your team, choose the scenarios that matter, and review the evidence behind each change.

Your scenarios. Your success criteria. Evidence to review.

Success undefinedOutcome missingRegression found

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 release conversations about outcomes.

Illustrative scenarios · fictional conversations and expected checks

Simulated caller

Can you confirm my reservation for two people?

Agent

The reservation is saved for two guests at 7 p.m.

Customer outcome defined

Define the customer promise

Choose the task the user expects to complete. Describe success in terms the team can observe in the business system.

Promise exceeds result

Flagged

Evidence to review

The conversation sounded successful, but the example reservation service rejected the request. No confirmation was saved.

Expose release risks

Review the scenarios where a fluent answer hides unfinished work. Use the evidence to decide which failures need attention.

Simulated caller

Is my requested time available?

Agent

It is unavailable. Your reservation has not changed; would you like another time?

Expected handling shown

Review the next version

Compare compatible runs of the same scenario. Look at whether the update changes the actual outcome and how the agent communicates it.

Make the next release easier to trust.

Align on what matters.

Agree with engineering and quality on customer goals, important failures and required evidence.

Scope a useful pilot.

Choose a controlled workflow and a system that can show whether the task completed.

Explain the decision.

Use concrete cases and reviewer findings to communicate improvements and remaining limitations.

Fictional product-evaluation examples. Release decisions remain with your team. Customer production analytics and automated release enforcement are not implemented by these pages.

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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