Use cases · AI IT Admin
Complex IT Problems. Intelligent AI-Powered Resolution.
Real-world IT challenges that traditionally demand extensive manual investigation and expert intervention. AI IT Admin intelligently diagnoses complex issues, recommends precise solutions, and executes fixes with administrator approval—safely and efficiently.
Looking for everyday helpdesk problems? See Helpdesk Automation use cases →
Patch management
The Last 3% of a Patch Cycle
Admin asks“Why didn't X, Y, Z computers update?”
FoundEach straggler has a different local blocker.
ResultPatch gap closed. Compliance proven.
Read the case →IdentitySingle Sign-On Fails for Just One App
Admin asks“Why can't this user log into the app?”
FoundApp-specific SSO federation certificate expired.
ResultFix the failure. Prevent the next one.
Read the case →Patch management100% Patch Success, One App Still Broken
Admin asks“Is this app issue related to the patch?”
FoundThe patch is incompatible with the legacy app's runtime.
ResultFix the group. Keep the rest patched.
Read the case →EndpointBattery Drain Blamed on Hardware
Admin asks“Why is battery draining faster on these computers?”
FoundA driver bug holds the CPU in a high-power state.
ResultSoftware cause proven. Fleet-wide rollback executed.
Read the case →L2/L3 issuesRandom Blue Screens, Too Rare to Flag
Admin asks“Why do these laptops keep blue-screening?”
FoundA specific driver and firmware combination introduced by the update.
ResultFix the driver. Prevent the next crash.
Read the case →L2/L3 issuesSlow Logons With No Obvious Cause
Admin asks“Why are logons suddenly so slow?”
FoundA GPO drive-mapping script still points at a decommissioned file server.
ResultFix the policy. Restore normal logons.
Read the case →L2/L3 issuesRandom Citrix Crashes Blamed on the Network
Admin asks“Why do Citrix sessions keep crashing?”
FoundAn SSL/TLS certificate expired for one enrollment batch.
ResultFix the cert. Stabilize every session.
Read the case →Patch managementAn Emergency Patch With No Time to Test
Admin asks“Can we deploy this safely without breaking apps?”
FoundThe patch conflicts with a niche finance app, too rare to catch in the pilot.
ResultPatch everywhere. Except where it breaks things.
Read the case →NetworkOne Branch Office Can't Reach an App
Admin asks“Why can't this branch reach the app?”
FoundA stale route/ACL rule left over from a recent firewall change.
ResultFix the rule. Restore access today.
Read the case →NetworkOne Laptop Model Keeps Dropping Wi-Fi
Admin asks“Why does this laptop model keep dropping?”
FoundThe model negotiates a band width the new APs mishandle.
ResultFix the AP config. No hardware wasted.
Read the case →NetworkVPN Is Slow, but Only on One ISP
Admin asks“Why is VPN slow just for this ISP?”
FoundA peering/routing problem between that ISP and the VPN concentrator.
ResultRoute around it. Confirm the fix.
Read the case →App deploymentA Deployment That Fails With No Detail
Admin asks“Why are these deployments failing?”
FoundA leftover registry key from an incompletely uninstalled prior version.
ResultClean it up. Reinstall everywhere.
Read the case →App deploymentA New App Freezes, Two Vendors Disagree
Admin asks“Why does this app keep freezing?”
FoundA security scan conflicts with the app's file-locking behavior.
ResultScope the fix. Keep security intact.
Read the case →App deploymentNew Hires With a Silently Broken License
Admin asks“Why can't these new hires use the app?”
FoundThe provisioning batch missed a license pool assignment step.
ResultReactivate everyone. In one action.
Read the case →IdentityA Rehired Employee Locked Out Everywhere
Admin asks“Why can't this rehire log in?”
FoundThe rehire process created a duplicate, conflicting identity.
ResultMerge the records. Restore access.
Read the case →IdentityA Traveling Employee Locked Out by Policy
Admin asks“Is this sign-in a real risk, or just travel?”
FoundThe policy flagged a legitimate travel login as suspicious.
ResultClear the flag. Keep the policy strong.
Read the case →Meeting softwareVideo Calls Keep Freezing in One Room
Admin asks“Why does this one room keep dropping calls?”
FoundThe room's network port has a duplex mismatch / oversubscribed VLAN.
ResultFix the port. Stabilize the room.
Read the case →Meeting softwareThe “Join” Button Disappears for Some Users
Admin asks“Why is the join button missing?”
FoundThe update didn't re-register the add-in on an old Office build.
ResultFix the build. Restore every button.
Read the case →Meeting softwareNoise Cancellation Breaks One Headset Model
Admin asks“Why does audio cut out for these users?”
FoundThe noise-cancellation pipeline conflicts with that headset's audio driver.
ResultTarget the fix. Keep the feature elsewhere.
Read the case →EndpointRandom BitLocker Prompts Lock Out Users
Admin asks“Why do these BitLocker prompts keep happening?”
FoundA firmware update reset a BIOS setting, invalidating the TPM measurement.
ResultFix it fleet-wide. Stop the recurrence.
Read the case →EndpointDevices Go Dark to Endpoint Management
Admin asks“Why have these devices gone dark?”
FoundThe upgrade silently broke the management agent's service registration.
ResultRe-register now. Flag who's at risk.
Read the case →