AI use cases/Customer Service/Complaint categorisation and routing
Customer Service

Complaint categorisation and routing

-40% handling time

Complaints arrive through several channels and are sorted by hand. The time spent qualifying and directing each one delays the response, approximate assignments add a transfer, and urgent cases move at the same pace as the rest of the flow.

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The automated workflow

A structured process for fast, reliable results.

01

Multichannel collection

Incoming complaints (email, form, phone, social networks) are brought together in a single flow.

02

Automatic classification

Each complaint is analysed semantically: topic (product, delivery, billing), urgency and customer sentiment.

03

Routing to the right team

Assignment based on category, priority and agents' workload.

04

Tracking and reporting

A real-time dashboard of complaints by category, handling time and resolution rate.

Tangible results

-40%
Complaint handling time
95%
Routed correctly first time
Urgent cases first
Prioritised by sentiment and SLA commitments

Up and running in 3 to 5 weeks

From specification to deployment, with visible results from the first few weeks.

Rapid scoping (1 week)
Working prototype at the halfway point
Deployment and training included

Frequently asked questions: Complaint categorisation and routing

The model follows your existing taxonomy, with dozens of categories and sub-categories, and evolves as new types of complaint appear.

The analysis combines content, expressed sentiment, customer history (value, tenure) and your SLA commitments. Business rules remain fully configurable.

Yes, standard connectors cover Zendesk, Salesforce Service Cloud, Freshdesk and JIRA, with API integration for specific tools.

Yes, a dashboard tracks volumes by category, handling times and SLA compliance, and brings out peaks as well as emerging trends.

Ready to automate this workflow?

A free first call to assess the feasibility and ROI of this use case in your context.

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