FIRST-PARTY DATA / ZENDESK + WHITEBOXX AI

Find recurring issues
in Zendesk support tickets.

Build a service review that groups ticket issues, examines their history and gives the relevant team a question to investigate.

BUSINESS SYSTEM → APPLICATION
Service and feedbackZendeskScoped tickets · issue labels · service timestamps
Your business dataExternal evidence
Evidence OS + custom engineeringData services · Execution agents · Workflows
Service-friction investigation brief
Published · Updated

THE ANALYTICAL TASK

Which service issues need attention?

Repeated support contacts may point to a delivery, billing or product problem. Review what the tickets describe and which issues are increasing.

Choose the support groups, dates and fields. Agree issue categories with the service owner and calculate counts from the retrieved tickets. Resolution and reopening measures also need timestamps and history.

THE OUTPUT

A service review with specific issues to investigate.

The report defines each issue, shows the supporting tickets and identifies an operational follow-up. Ticket volume is one signal; severity and business cost need other information.

INPUTS AND DEFINITIONS

Choose the ticket history and service measures.

INPUTS AND DEFINITIONS
Input or measureWhat to establish
Issue frequencyCount the eligible tickets assigned to each defined topic.
Service timingUse actual timestamps and an agreed business-hours policy.
Intervention resultCompare repeat contacts or reopenings after the operational change.

CUSTOM INTEGRATION BUILD

Build the ticket analysis and validation.

The custom build extends existing group-discovery and recent-ticket code with complete retrieval, issue classification and service calculations.

Select only the ticket fields the review needs and check categories against representative examples. Routing changes and automatic replies are separate service actions.

PILOT ACCEPTANCE

How should you evaluate a Zendesk integration?

PILOT ACCEPTANCE
CheckEvidence to review
Choose the ticket populationRecord queues, dates, statuses and the treatment of reopened tickets. Reconcile counts before comparing topics or service measures.
Review the issue groupingInspect representative tickets and counterexamples for each recurring issue. Keep the original ticket references available to the reviewer.
Test a revenue associationJoin account-level support aggregates to the revenue population. Similar ticket counts can accompany different commercial outcomes; they do not establish the cause of churn.

PLANNING THE IMPLEMENTATION

Is this a ready-to-use Zendesk connection?

Zendesk integration is a custom implementation scope. Start with an approved input for the analytical task, then implement and validate the required connection, calculations and refresh. The design on this page does not establish that your account is connected or that the complete workflow is deployed.

Use the pilot evaluation guide