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Support Ticket Summarizer

ConditionalPost-launch performance · ProductPulse

agt-003

Summarizes long customer support threads into a structured handoff brief for agents.

Owner
Dana Whitfield
Customer Support
Model
GPT-5.5
Data Access
Customer/Regulated
Autonomy
Read-only
Value Tier
High
Hours Saved / mo
120
Connected Tools
Zendesk, Slack

Launch Readiness

79/ 100
Conditional

Rubric breakdown

Seven criteria, each scored 0–4 and weighted. Data Safety and Tool Permission Risk carry hard safety gates.

  • Business Value4/4weight ×1.0
  • Use Case Clarity4/4weight ×1.0
  • Data Safety4/4weight ×2.0
  • Tool Permission Risk4/4weight ×2.0
  • Evaluation Quality2/4weight ×1.5
  • Human Review Coverage1/4weight ×1.5
  • Auditability3/4weight ×1.0

Why this verdict

  • Evaluation Quality is below target (2/4).
  • Human Review Coverage is critically low (1/4).

Evaluation

89%
Accuracy
higher is better
5%
Hallucination
lower is better
12%
Escalation
routed to a human
82%
Satisfaction
higher is better
1.8s
Latency
per task
$0.03
Cost / task
estimated

Failure modes

  • May omit nuance in emotionally charged threads.
  • Limited evaluation coverage on multi-language tickets.
  • Human review currently spot-checks only a sample of summaries.

Audit log

Timestamp (UTC)ActorEvent
Feb 5, 2026, 8:50 AMDana WhitfieldAgent registered with read-only Zendesk scope.
Feb 26, 2026, 2:10 PMPrivacy ReviewCustomer-data handling reviewed; PII redaction confirmed in summaries.
Apr 2, 2026, 9:35 AMEval PipelineEvaluation flagged limited coverage on non-English threads.