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Customer supportExecute within guardrailsSmall business

Event attendee concierge

Answer grounded event questions and execute approved registration changes.

What this workflow does

Answer grounded event questions and execute approved registration changes. It validates identity and permissions, simulates the bounded action, and executes only the approved change with verification and rollback evidence.

What you gain

Resolved request or staffed escalation

What the AI agent changes

How this worked before

API and RPA automations could repeat known clicks, but they were brittle when the interface or situation changed.

What the AI agent changes

The agent understands a free-form request, checks it against current event and entitlement data, then chooses an allowed action or escalation.

Agent trigger

An attendee asks a question or requests a registration change.

Inputs

  • Process context: attendee, agenda, and entitlement data
  • Approved policies, ownership, and exception rules

Agent flow

  1. 1

    Verify identity, entitlement, and the current policy version.

  2. 2

    Simulate the requested action and calculate its bounded effects.

  3. 3

    Prepare a grounded answer or allowed registration action with side effects and rollback conditions.

  4. 4

    Execute the approved action, verify the result, and log the change.

Human decisions

After step 3

The accountable process owner approves a grounded answer or allowed registration action.

Outcome

  • Resolved request or staffed escalation
  • Evidence, exceptions, and audit trail

Guardrails

  • Block execution when identity, evidence, or rollback conditions are incomplete.
  • Require fresh approval for irreversible or high-value actions.

Risks and mitigations

An incorrect or over-scoped action can change a material record.

Use least-privilege tools, dry runs, hard limits, and post-action verification.

Sources and evidence

Sources establish feasibility or impact. Not every metric comes from an identical implementation.