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AI agent for call center supervisors

Quality Dispute and Calibration Agent

Resolve disputes fairly with evidence and find which rubric items reviewers score inconsistently.

Quality Dispute and Calibration Agent: what goes in, what the agent does and what you get

What it does

An agent disputes a score of 72, and you spend an hour relistening to the call, then find that two reviewers score the same item differently. This agent collects each disputed call, with the recording or transcript, the original score and the agent's reason. It re-scores the call against the rubric, item by item, and quotes the moment in the call that supports each score. It then compares its result with the original reviewer and with other reviewers' scores on similar calls to see whether the item is scored inconsistently. It checks that its own score is consistent with the rubric wording and with a set of agreed example calls. If an inconsistency shows up, it adds the call to a draft calibration set. The supervisor approves any score change. Edge case: the rubric item itself is ambiguous, so the agent flags the wording.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedYes, continueNoNo 1 STARTS WHEN Dispute filed 2 USES A TOOL Collect the call, scorecard and agent's reason 3 DOES Re-score each rubric item with a quote from the call 4 CHECKS THE RESULT Is each score backed by a quote and the rubricwording? If not: re-read the passage and rescore the item or markit ambiguous. Back to step 3. 5 USES A TOOL Compare with the original reviewer and otherreviewers' scores 6 DOES Flag items where reviewers differ by more than onelevel 7 YOU APPROVE Supervisor approves any score change 8 DOES Add inconsistent calls to a draft calibration set 9 USES A TOOL Check the agreed example calls against the samerubric 10 CHECKS THE RESULT Does the agent score the agreed calls the same asthe team? If not: adjust how the item is read and rescore thedisputed call. Back to step 3. 11 RESULT Dispute decision and calibration set
Read the steps as a list
  1. Dispute filed
  2. Collect the call, scorecard and agent's reason
  3. Re-score each rubric item with a quote from the call
  4. Is each score backed by a quote and the rubric wording?If not: re-read the passage and rescore the item or mark it ambiguous. Back to step 3.
  5. Compare with the original reviewer and other reviewers' scores
  6. Flag items where reviewers differ by more than one level
  7. Supervisor approves any score changeThe agent waits here for your OK.
  8. Add inconsistent calls to a draft calibration set
  9. Check the agreed example calls against the same rubric
  10. Does the agent score the agreed calls the same as the team?If not: adjust how the item is read and rescore the disputed call. Back to step 3.
  11. Dispute decision and calibration set

How it decides

It scores every item from the rubric with a quote as proof. An item is inconsistent if reviewers differ by more than one level on similar calls.

  • Change a score only when the call evidence clearly contradicts it
  • Flag an item when reviewers differ by more than one level on similar calls
  • Mark rubric wording as ambiguous when two readings are possible
  • Escalate disputes over compliance items to the supervisor with no recommendation

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Rubric items and scales
  • Difference that counts as inconsistent (default more than 1 level)
  • Calibration set size
  • Example calls to test against
  • Which items are compliance items

What keeps you in control

It always asks you first

  • Supervisor approves any score change
  • Supervisor approves the calibration set

Hard limits

  • Never change a score without supervisor approval
  • Never recommend discipline or any action about a person

It stops when

  • Done: dispute resolved and flagged items added to calibration
  • Stop: no recording or transcript exists for the call

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensAn agent disputes a 72 on a billing call, mainly the empathy item scored 1 of 3. The agent finds two moments where the agent acknowledged the problem and recommends 2. Other reviewers scored similar calls at 2 or 3, so it flags the item. A check on the agreed example calls shows the agent scored one example differently than the team, so it adjusts and rescores. The supervisor approves 74.

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