All resources
Use Cases29 September 2026·6 min read

IT service desk: AI triage for level-one tickets

Password resets, access requests and how-do-I questions swamp service desks. Triage and guided resolution free engineers for real incidents.

Level-one tickets are repetitive, text-based and well documented, which makes them a good early use case for AI in IT operations.

Capabilities

  • Classify and prioritize tickets, and route them to the right team.
  • Suggest knowledge-base answers and guide users through fixes.
  • Collect missing details before an engineer opens the ticket.
  • Detect duplicates and link related incidents.
  • Draft resolution notes.

Guardrails

  • Access and permission changes need approval and are executed through existing workflows.
  • Keep a clear path to a person at any point.
  • Measure time to resolution, reopen rate and user satisfaction against the baseline.

Start with classification and suggestions, which are low risk. Add automated fixes for specific, well-understood requests once the suggestions prove accurate.

Related capability

This is what our Autonomous AI Agents practice is built around.

See how it's scoped