ServiceNow AI Agent Cuts IT Ticket Resolution Time 76% for a Hospital Network

"A nurse locked out of a system mid-shift used to mean a phone call, a wait, and a ticket in a queue with everything else. Now it is resolved before she has finished explaining the problem, most of the time. That is the change that mattered most to us."

- Chief Information Officer, Regional Hospital Network

Our IT help desk was supporting eight hospitals with a team sized for far fewer locations. The majority of tickets were not complicated technically, password resets, access requests for clinical systems, common software issues, but there were so many of them that even simple requests were taking hours to reach.

The part that worried us most was clinical staff. A nurse locked out of a system during a shift is not a minor inconvenience, it is a patient care issue. We needed those tickets resolved in minutes, and our team, however hard they were working, could not physically get there fast enough.

The IT help desk supporting 8 hospitals was overwhelmed by high ticket volume, with password resets, access provisioning requests, and routine software troubleshooting making up the large majority of inbound tickets. Clinical staff facing access issues during a shift needed near-immediate resolution given the direct connection to patient care, but the IT team was understaffed relative to the volume of routine requests it was handling. Complex clinical system issues were getting delayed behind a backlog of simple, repetitive tickets.

We deployed a ServiceNow AI Agent to handle Tier 1 IT support requests: password resets, access provisioning, and common software troubleshooting, integrated directly with the network's Active Directory for automated, verified resolution. The agent authenticates the requester, resolves eligible requests automatically, and only escalates when a request falls outside its defined scope or requires human judgment. Complex clinical system issues are escalated immediately to human IT staff with full context attached, rather than sitting in the same queue as routine requests.

Average ticket resolution time fell 76% across the network. The AI agent now resolves 62% of all inbound IT tickets without any human staff involvement, and password or access-related requests, the tickets most tied to immediate clinical need, are typically resolved in under 5 minutes. Freed from the volume of routine requests, the IT team redirected capacity toward the complex clinical system issues that actually required their expertise.

Is this familiar?

ServiceNow challenges in Healthcare - what we see most often

Hospital and healthcare network IT teams face a volume problem with real clinical stakes attached. Password resets and access requests are simple individually, but at scale they consume enough IT capacity that genuinely complex clinical system issues end up waiting behind them.

Celumai builds ServiceNow AI agent deployments for healthcare IT teams where the priority is resolving high-volume, low-complexity requests automatically so human staff can focus on the issues that need judgment. The approach that works integrates directly with identity systems like Active Directory, so the agent can verify and resolve requests rather than simply logging them for a human to handle later.

If your IT help desk is stretched thin by routine requests while clinical staff wait on access issues that affect patient care, automating the Tier 1 volume is usually the fastest way to free capacity for what actually needs a person.

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