Customer Service250+ (SME)Cross-industry

Ticket sentiment & categorization

Automatically classify support tickets by topic, urgency, and sentiment for better routing.

ROI ★★★☆☆Complexity ●○○○○1-3 months250+ (SME)

The problem

No reliable steering on ticket sentiment & categorization.

The current process is manual or inconsistent.

Decisions come too late due to weak signals.

Customer satisfaction is uneven and costly.

Prerequisites: required data & tools

Required data

  • Support tickets
  • avis customers
  • emails

Compatible tools

  • MonkeyLearn
  • AWS Comprehend
  • custom NLP

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What we implement in 1-3 months

In 1-3 months: Automatically classify support tickets by topic, urgency, and sentiment for better routing. with measured impact on response time reduction.

Weeks 1-2

Diagnosis

Weeks 3-6

Build

Week 7+

Delivery

Concrete deliverables

Business framing and decision rules for ticket sentiment & categorization

Operational engine for ticket sentiment & categorization

Steering dashboard with alerts

Action playbook and governance

Expert insight

Quick win. Improves response time and routing. Easy to implement.

— Datasive, expertise terrain

Tech maturity

High

Mature solutions, fast deployment

Medium

Maturing tech, requires customization

Emerging

Cutting-edge innovation, R&D approach

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