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Anonymous case study

Customer requests were delayed between separate email and web-form queues.

Average first-response time fell from 34 to 20 minutes, while urgent requests moved into a dedicated oversight queue.

Sector
Omnichannel retail services
Company size
Large customer service team
Visual diagram of an anonymous customer service workflowCustomer service

Measured outcomes

41%

Reduction in average first-response time

Measured over 8 weeks across email and web-form requests, compared with a previous average of 34 minutes.

Results belong to one specific anonymous project and are not a guarantee for another implementation.

Core challenge

Customer requests were delayed between separate email and web-form queues.

Starting point

Operators checked each channel separately, identified the topic by hand, and forwarded the request to the appropriate team.

The approach we built

Requests were combined at one intake point, classified by topic and urgency, and standard responses were connected to an approved knowledge base.

Implementation and control

The workflow was introduced over 8 weeks. Two core channels were connected first, followed by priority rules and cases requiring human approval.

Observed outcome

Average first-response time fell from 34 to 20 minutes, while urgent requests moved into a dedicated oversight queue.

What we learned

Classification improved through clear exception rules and continuous operator feedback rather than an ever-growing list of topics.

Where time was being lost

Most of the delay came before a reply was written: finding the request, understanding its topic, and moving it to the correct queue.

  • Combine requests sent by the same customer through different channels
  • Route urgent and standard requests to different service levels
  • Present approved response material to the operator with context
  • Escalate non-standard cases to the accountable team member

Oversight model

The agent classified the request and prepared a response draft. Complaints, payments, personal data, and non-standard requests remained subject to an operator or team-lead decision.

AI agent

Customer support agent

Answers repeat customer questions from approved knowledge and routes exceptions.

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Solution

Omnichannel customer requests

Customer requests across channels are slow to classify, answer, route, and track.

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Your process

Repeat the discipline, not somebody else’s number.

We do not promise to repeat the same result. We assess the process, its starting point, and the measurement method before defining the right first step.

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