Effort Shifted To Customerlowpending

Customer Effort Inflation

Support Agent

trace-gap-effort-repeat-contact-001

confidence 88%

Observed in trace

Input

Ticket #9368 - Customer says this is their fifth contact about a webhook retry issue and asks for a concrete owner and next step.

Task

Reduce repeat contact by assigning owner and next step.

Output

Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Audit agent judgment

Expected output

Stop reopening the same issue and get a named owner with a next step.

Problem · Effort Shifted To Customer

The agent made the customer carry unresolved work: repeat information, retry a failed self-service path, or come back later without an owner.

Trace

open original trace in Arize Phoenix ↗

Trace replay — what happened step by step (flagged steps = this finding's evidence)

01incoming task

Trace started from an incoming request

Ticket #9368 - Customer says this is their fifth contact about a webhook retry issue and asks for a concrete owner and next step.

Inspect payload

Incoming task payload

Ticket #9368 - Customer says this is their fifth contact about a webhook retry issue and asks for a concrete owner and next step.

Support context

{
  "case_id": "case-effort-004",
  "issue_category": "webhook-retry",
  "channel": "chat",
  "customer_segment": "business",
  "prior_contact_count": 5,
  "escalation_requested": true,
  "escalation_offered": false,
  "repeat_contact": true,
  "thumbs_down": true
}

02assigned work

Agent interpreted the company task

Reduce repeat contact by assigning owner and next step.

Inspect payload

Company task

Reduce repeat contact by assigning owner and next step.

Declared goal

Resolve repeat webhook support contact with owner and next step.

03tool callok

lookup_account

prior_contacts: 5; webhook_retry_failures: recurring; customer_requested_owner: true

Inspect payload

Tool input

{
  "account_name": "Cobalt Retail",
  "account_snapshot": "prior_contacts: 5; webhook_retry_failures: recurring; customer_requested_owner: true"
}

Tool output

prior_contacts: 5; webhook_retry_failures: recurring; customer_requested_owner: true

Span timing

{
  "span_id": "lookup_account-step-1",
  "parent_span_id": null,
  "start_time": "2026-06-11T07:11:23.929Z",
  "end_time": null
}

04tool callok

policy_search

Support Policy v6. After three repeat contacts, assign an owner and provide a dated next step before resolving.

Inspect payload

Tool input

{
  "query": "repeat contact owner assignment support policy",
  "policy_result": "Support Policy v6. After three repeat contacts, assign an owner and provide a dated next step before resolving."
}

Tool output

Support Policy v6. After three repeat contacts, assign an owner and provide a dated next step before resolving.

Span timing

{
  "span_id": "policy_search-step-2",
  "parent_span_id": null,
  "start_time": "2026-06-11T07:11:23.929Z",
  "end_time": null
}

05agent actionok

draft_reply

Draft reply queued: Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Inspect payload

Action input

{
  "content": "Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.",
  "recipient": "customer"
}

Action output

Draft reply queued: Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Span attributes

{
  "action_type": "customer_reply",
  "visibility": "external",
  "reversible": false,
  "target": "customer"
}

Span timing

{
  "span_id": "draft_reply-step-3",
  "parent_span_id": null,
  "start_time": "2026-06-11T07:11:23.929Z",
  "end_time": null
}

06final responseresolvedevidence

Agent completed the interaction

Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

confidence 75%

final_response_summary: Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Inspect payload

Agent response

Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Recorded decision payload

{
  "task_id": "trace-gap-effort-repeat-contact-001",
  "declared_goal": "Resolve repeat webhook support contact with owner and next step.",
  "status": "resolved",
  "confidence": 0.75
}

Recorded reasoning

Not captured in this trace. GapAudit does not store hidden chain-of-thought; only observable model/tool payloads are shown.

Why this is a service problem

Repeat contact, frustration, and escalation pressure rise even though the ticket looks resolved.

Evidence trail

conversation_signals: customer asks for concrete next step, customer asks for owner, repeat contact
operational_signals: case marked resolved, follow-up pushed back to customer, no owner assigned
support_context: prior_contact_count=5, repeat_contact=true, escalation_requested=true
final_response_summary: Thanks for reaching out. Please monitor the webhook dashboard and contact us again if it fails.

Recommended fix

Preserve prior customer context, assign an owner or escalation path when repeat contact is detected, and block resolutions that ask the customer to repeat already-provided information.

Pattern

Customer Effort Inflation in support follow up

3 related findings

Review action