AI for CIOs
Are you reducing IT tickets or just hiding unresolved questions?
SimplSolutions editorial team · Answer quality · 3 min read
Published
AI-assisted original editorial guidance. Calculations and scenarios are illustrative, not customer results.
Define resolution from the employee's side
An employee who does not open a ticket may have solved the problem, abandoned the task or asked a colleague. Ticket volume alone cannot distinguish those outcomes. Pick one repeat question family and define what completed means. For remote-access guidance, it could be locating the correct approved instructions and either completing the ordinary step or reaching the right support route.
Do not infer technical success from the employee reading the response. If actual connection success is outside your instrumentation, say so. You can still measure whether the answer was supported and whether the escalation was usable, but those are not proof that the network connection worked.
Count the full path
| Measure | What it tells you | What it does not prove |
|---|---|---|
| Supported answers | Guidance matches approved evidence | Task completed |
| Employee-confirmed completion | Reported task outcome | Independently verified technical result |
| Escalations | Questions needing a person | Failure in every case |
| Repeat contact | Question returned after an answer | Exact cause without review |
| Ticket volume | Recorded service-desk demand | All employee demand |
Use the same question category and comparison period. Record changes in employee population, device rollout and documentation. A drop in remote-access tickets during a quieter period should not be attributed entirely to the assistant.
Illustrative editorial photograph, not a customer result.
Make escalation a useful result
An honest escalation can be better than an invented instruction. Give the employee the current support route, the unresolved question and permitted context needed by the receiving team. Do not ask them to paste passwords, private records or unnecessary screenshots into a general assistant. The service owner defines what information the support path requires.
Measure whether escalated requests arrive with enough confirmed information to act. An assistant that creates vague new tickets may shift work rather than remove it. Count clarification rounds and receiving-team review time. Keep the employee's search effort visible as well as service-desk handling time.
Inspect repeated questions for source problems
If employees keep asking the same follow-up, review whether the approved guide omits a necessary distinction. The problem might be unclear applicability, an obsolete contact or a step written for another device population. Correcting the source can benefit both human support and AI answers.
Compare source improvement with interface improvement where feasible. A clearer guide plus ordinary search may solve part of the problem. Do not attribute every benefit to the conversational layer when the project also repaired documentation. Good operational learning is more useful than an inflated product story.
Keep unresolved work in the report
Report answered, completed, escalated, abandoned where observable, and unknown separately. Unknown is better than silently converting missing follow-up into success. Respect employee privacy and existing analytics consent rules. No transcript or private support payload belongs in marketing analytics.
The NIST AI RMF offers broader risk and measurement context; the measures here are our suggested task-level approach. Use the AI Knowledge Access Test Sheet to establish answer quality before measuring deflection. Request a service-desk demo around one approved question family. Ask SimplSolutions to show both the supported answer and the handoff when the ordinary instructions do not solve the problem.
Put this to work this week
Review ten remote-access interactions with the service owner using permitted evidence. Mark supported answer, reported completion, escalation, repeat contact and unknown outcome separately. Do not turn lack of a ticket into success. Ask which follow-up detail employees still need and whether the approved guide supplies it. Record receiving-team clarification time. Use the ROI guide to compare full staff effort after that quality review, rather than claiming savings from message volume alone.
