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CustomerPulse AI / recommendations

AVO Recommendations

Evidence-backed next actions awaiting human judgment.
AVO: Demo fallbackPublisher: Demo Publisher
Workflow guide

Customer retention

Stage 5 of 7
  1. completedRecommendation
  2. completedPending Approval
  3. completedApproved and Ready
  4. completedIn Progress
  5. currentWaiting for Customer
  6. pendingOutcome Required
  7. pendingCompleted
Expected outcomeA validated recommendation becomes a manager-owned approval request and linked retention action.
Missing requirementsNone — ready for the next action.

Recommendation queue

Human review required

REC-001 · AVO Recommendation

Draft
AVO-generated draft. Staff must verify evidence; approver: Farah Chen (Sales Manager).

Resolve both delivery complaints before any promotion

Evidence-linked customer context requires a governed staff response.

Evidence

MSG-A-101 · source evidenceOur second delivery was late again and the replacement still has not arrived. Please resolve this before discussing any promotion.
MSG-A-103 · source evidenceFriday passed with no update. We are reviewing a competitor for the next renewal.
MSG-A-104 · source evidenceIf this cannot be fixed this week, we may cancel the support contract.
Confidence: Medium. Uncertainty: Customer response and future behaviour remain uncertain.