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How Do I Review A Dispute As An Evaluator

Written by Alex Richards

How do I review a dispute as an evaluator?

Required Feature Flags

The following feature flags and permissions are required to use this feature:

Feature Flag

Description

Evaluation disputes

Lets agents and evaluators raise and review disputes (also called queries) on a published evaluation

Required Permissions:

  • Process Evaluation Queries (quality.disputes.process) — to review and resolve disputes

  • View Completed Evaluations (quality.evaluations.view-completed) — to access the disputed evaluations

When an agent disputes an evaluation, a reviewer (usually an evaluator or team lead) decides whether to keep the original scores or update them. This guide walks through that process.

Step 1: Find the dispute

You'll receive a notification when a dispute is assigned to you. To open it:

Go to Evaluate > click Completed evaluations.

Filter the list by dispute status to see evaluations with pending disputes, then open the evaluation you need to review.

Step 2: Read the agent's reasoning

Open the dispute panel on the evaluation.

For each disputed item, you'll see:

  • The original score and outcome

  • The score the agent thinks is correct

  • The agent's written reasoning

Read every disputed item carefully. The agent's reasoning is your starting point — it tells you what to look for in the conversation.

Step 3: Re-check the conversation

Listen to the call or read the transcript again with the disputed items in mind.

Compare what happened in the conversation against the scorecard guidelines for each disputed line item. Stay objective. The point of a dispute is to confirm whether the original score was right, not to defend it.

Step 4: Decide on each disputed item

For each disputed line item, choose one of:

  • Keep the original score — the original evaluation stands for this item

  • Change to the agent's proposed score — the agent was right

  • Set a different score — neither the original nor the proposed score reflects what happened

If the agent disputed the overall outcome, decide whether the new outcome they proposed is correct.

Step 5: Add your reasoning

Use the reviewer verbatim field to explain your decision. This is important whether you keep the original score or change it.

Be clear about:

  • What you found in the conversation

  • How it maps to the scorecard guideline

  • Why you've kept or changed the score

Strong reviewer notes help agents understand the outcome and reduce repeat disputes.

Step 6: Set the dispute status

Mark the dispute as one of:

Status

Use when

Changed

You've adjusted one or more scores or the outcome

Unchanged

The original scores and outcome stand

Step 7: Submit your review

Click Submit to finalise the review.

When you submit, the system notifies:

  • The agent (or whoever raised the dispute) of the outcome

  • The original evaluator that the dispute has been resolved

If you changed scores, the evaluation now shows the updated scores and outcome. The dispute history on the evaluation records both the original and the revised values.

Tips for handling disputes well

  • Treat each dispute on its own merits — don't carry over feelings from previous interactions

  • Lean on the scorecard guidelines, not personal preference

  • Document your reasoning even when you're keeping the original score. Agents need to know they were heard

  • Process disputes promptly. Long delays erode trust in the QA process

  • If you spot a pattern in disputes (repeated challenges on the same line item, for example), flag it as a potential calibration issue

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