Customer operations

Customer Service Agent

An agent that answers common questions, retrieves account context, raises tickets and hands complex cases to a person with the history attached.

The problem

A large share of support volume is repetitive and answerable from existing documentation, but it still consumes the same queue as the cases that genuinely need judgement.

Agent request path

  1. 1

    Objective

    A question, ticket, alert or schedule

  2. 2

    Plan

    Decomposed into steps

  3. 3

    Retrieve

    Grounded in permitted content

  4. 4

    Call tools

    Scoped credentials, rate limited

  5. 5

    Human approval

    Irreversible actions pause here

  6. 6

    Log and evaluate

    Full trace, quality, spend

The approval gate is what separates a controlled agent from an unattended one.

How it works

  1. 1

    The agent is grounded in your product documentation, policies and past resolved tickets.

  2. 2

    For account-specific questions it calls read-scoped internal APIs rather than guessing from context.

  3. 3

    Routine actions — raising a ticket, sending a summary, updating a record — run through approved tools with logged parameters.

  4. 4

    Anything outside its defined remit, or below a confidence threshold, escalates to a person with the full conversation and retrieved context attached.

  5. 5

    Resolution rate, escalation rate and customer outcome are tracked as first-class metrics.

What you should expect

  • Routine enquiries resolved without a queue
  • Agents receiving escalations with context already gathered
  • Consistent answers drawn from a single source of truth
  • Clear visibility of what the agent handled and what it passed on