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Illustrative insurance workflow

Give operators a reviewable record of every handoff outcome

Prepare live-transfer evidence and exception queues for operator review. Separate connection attempts, recipient acceptance and commercial decisions.

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An AI agent prepares work for a person to review and decide.
AI roles · Connected work · Your people
WHAT STARTS THE WORK

A human-originated transfer needs its provider and recipient evidence reviewed.

AI AGENTSWORKFLOW STEPSHUMAN DECISIONS3 roles, defined access6 stages, each with an owner2 decision owners1Match recordsEvidence preparation worker2Prepare evidenceEvidence preparation worker3Suggest dispositionQuality review worker4Review exceptionsQuality operator5Decide acceptanceCommercial owner6Confirm recordException coordinatorEvidence preparation workerQuality review workerException coordinatorQuality operatorCommercial ownerCONTROLS AROUND EVERY STAGE4 operating rules · 4 decision rules · 2 channels · records to verify

AI agents

  • Evidence preparation worker
  • Quality review worker
  • Exception coordinator

Human decisions

  • Quality operator
  • Commercial owner

Workflow steps

  1. Match recordsEvidence preparation worker
  2. Prepare evidenceEvidence preparation worker
  3. Suggest dispositionQuality review worker
  4. Review exceptionsQuality operator
  5. Decide acceptanceCommercial owner
  6. Confirm recordException coordinator

4 operating rules · 4 decision rules · 2 channels · records to verify

Illustrative design. Systems, permissions, human coverage and outcomes must be configured and validated for your deployment.
THE RESULT TO CHECK

An operator-reviewed disposition with missing evidence and exceptions visible. Commercial acceptance, credits and payouts remain human decisions.

On this page

The work to improve

Help operations review human-originated live transfers using approved records and permitted transcripts. AI workers prepare missing-evidence flags and an exception queue; operators reconcile recipient acceptance and disputes. A connected call is evidence to review, not automatic proof of a payable lead.

  • Publisher, telephony and recipient records may disagree about whether a call was connected or accepted.
  • Source, permission, campaign and disposition details may be missing from the review file.
  • Repeated transfers, uncertain outcomes and disputed calls need explicit owners before reconciliation.

Intended outcomes to verify

These are pilot goals, not achieved customer results.

  • Prepare one evidence packet with the available call, campaign and recipient references.
  • Separate observed events, missing information and proposed dispositions for operator review.
  • Give disputed and uncertain outcomes an accountable reviewer without automatically issuing credits or payouts.

The team and its responsibilities

AI role

Evidence preparation worker

Assembles approved records using call and campaign references. Owns: Review packet. Read-only access to authorized records.

AI role

Quality review worker

Checks the packet against the agreed rubric and highlights missing evidence. Owns: Review suggestions. Suggest-only; no compliance certification.

AI role

Exception coordinator

Prepares unresolved cases and the next review task. Owns: Exception queue. Permitted record preparation; no automatic credit or payout.

Human authority

Quality operator

Reviews evidence, corrects dispositions and owns disputed outcomes. Owns: Accepted disposition. Authority defined by the operator’s review process.

Human authority

Commercial owner

Applies the contract and decides acceptance, credits and reconciliation. Owns: Commercial decision. Accountable contract owner.

The workflow

1 · Evidence preparation worker

Match records

Use scoped call and campaign references; keep unmatched records explicitly unresolved.

2 · Evidence preparation worker

Prepare evidence

Include available events and permitted transcript excerpts without inventing missing evidence.

3 · Quality review worker

Suggest disposition

Apply the approved rubric and preserve uncertainty where records disagree.

4 · Quality operator

Review exceptions

Check the source records and accept or correct the proposed disposition.

5 · Commercial owner

Decide acceptance

Use the agreed contract to decide commercial treatment; connection duration alone does not establish payability.

6 · Exception coordinator

Confirm record

Verify the authorized review result was saved; failed writes remain open with an operator.

Fictional example: a bridge event without recipient acceptance

A fictional human-originated call has a provider bridge event, but the recipient record is missing. The evidence packet stays unresolved for the quality operator; it does not become an accepted or payable lead.

Join the available records

The worker links the campaign and provider reference and marks the missing recipient disposition.

Prepare the exception

The review worker distinguishes the observed bridge event from the unconfirmed acceptance and prepares the case for a person.

Record the reviewed outcome

The operator checks the receiving team’s evidence. The commercial owner decides the contract treatment, and the workflow verifies the review record was saved.

Decision rules and controls

  • Missing records remain missing; model confidence cannot replace origin or permission evidence.
  • Use recordings or transcripts only when collection, access, retention and review are authorized.
  • The quality operator resolves conflicting provider and recipient events before closure.
  • Acceptance, disputes, credits and payouts require the accountable commercial owner.
  • Start with internal review of human-originated calls; any AI calling needs separately approved scope and partner acceptance.
  • Expose only the minimum evidence to authorized reviewers and apply the agreed retention policy.
  • Suggested labels do not certify compliance, eligibility, fraud or commercial acceptance.
  • Validate each connection and read-back; this example does not claim a ready-made partner or tracking-provider integration.

Systems and channel options

Connections, permissions, data access and human coverage must be validated for your deployment.

  • Call event records
  • Recipient CRM
  • Campaign and publisher evidence
  • Operator reconciliation records
  • Human-originated voice records
  • Internal review workspace

AI Performance

Define an evaluation rubric and compare suggestions with reviewer decisions.

Explore

Integrations

Read authorized evidence and verify accepted review updates.

Explore

Workflow Studio

Assign exception review and commercial decision ownership.

Explore

What to measure

Measurement definitions for an agreed pilot.

Per reviewed transfer

Evidence completeness

Compare the required origin, permission, connection and recipient references against the agreed campaign checklist.

After operator review

Disposition agreement

Compare proposed labels with the reviewer’s accepted disposition and record corrections rather than treating model confidence as proof.

Until reconciliation

Open exceptions

Measure unresolved or conflicting outcomes and the time until the named operator records the agreed resolution.

A supervised rollout

Define

Agree the review rubric

Choose one campaign, an authorized record set and the reviewer’s evidence and acceptance definitions.

Compare

Review alongside operators

Use fictional or authorized historical records and compare proposed dispositions with the existing human review.

Verify

Check the saved outcome

Test mismatched IDs, missing transcripts, disputed acceptance and failed writes before expanding the internal review workload.

Questions before deployment

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