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Use case · Customer operations

Triage every request and draft the reply for a person to send.

An agent classifies inbound requests, gathers the context from your systems, and drafts a grounded response for a human to review and send.

The operating challenge

High request volume buries the team in triage and lookups.

How the product fits

Agent triages and drafts; a person approves and sends.

How the workflow runs

  1. 1

    Ingest inbound requests

  2. 2

    Classify and gather context from your systems

  3. 3

    Draft a grounded response

  4. 4

    Route to a person to review and send

Operational outcomes

  • Faster response times
  • Consistent quality
  • Hours returned to the team

Information and systems used

  • Inbound channels
  • Knowledge base
  • CRM / records

Enterprise controls built in

The use case inherits the same deployment, permission and audit model as the product.

  • Approval is set per agent and per action — auto, notify, approve, dual-approve or forbid.
  • An agent can only touch what it is granted; permission is checked before any data reaches the model.
  • Every action, tool, approval and result is recorded in a business-readable audit trail.

See this use case on your own process and data.

We will scope the workflow, sources, controls and success measure before proposing a pilot.

Book a 30-minute tailored demo