Service-desk triage
Classify tickets, detect likely duplicates and route them using known categories and confidence thresholds.
Agent assistance
Surface relevant runbooks, asset information and historical resolutions while the engineer retains control.
Incident summaries
Create structured timelines and draft post-incident summaries from approved logs and notes.
Documentation
Draft or update technical documentation from code, configuration and validated engineering notes.
Coding assistance
Use coding agents or assistants for bounded tasks with review, testing and repository controls. Do not equate generated code with production readiness.
Knowledge management
Improve retrieval across runbooks, architecture notes and support knowledge while respecting permissions.
KPIs
- triage time;
- mean time to resolution;
- engineer search time;
- documentation coverage;
- repeat incident rate;
- change failure rate where relevant.
The best IT opportunity may be fixing ownership, documentation or integration rather than adding another assistant interface.
