Automate support without losing accountability.

Service agents triage tickets, enrich context, and resolve repetitive requests while specialists receive the complex cases.

Customer service team using orchestrated AI

Operational impact

Service agents triage tickets, enrich context, and resolve repetitive requests while specialists receive the complex cases.

Business focus

Service agents triage tickets, enrich context, and resolve repetitive requests while specialists receive the complex cases.

Orchestration logic

Intake: Email, portal, and chat requests are captured. Classify: The agent identifies intent, risk, and needed data.

Control frame

Approval for refunds and concessions · Logged customer communication · Rules for sensitive customer data

How orchestration works

Not a single prompt, but a controlled sequence with roles, rules, and handovers.

1

Intake

Email, portal, and chat requests are captured.

2

Classify

The agent identifies intent, risk, and needed data.

3

Resolve

Standard cases are handled automatically.

4

Handover

Complex issues go to humans with full context.

Controls that matter in production

This is where production-grade orchestration separates itself from demo automation.

  • Approval for refunds and concessions
  • Logged customer communication
  • Rules for sensitive customer data
  • Measured resolution time and CSAT

Start potential analysis

Service agents triage tickets, enrich context, and resolve repetitive requests while specialists receive the complex cases.

WhatsApp Kai

Start potential analysis

If you want to prioritize a real process, a few clear inputs are enough for a strong first assessment.

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