Automated alert triage for a clinical healthcare network, with read-only safety rules so staff stay in control.
Project Summary
The Result: False alarms down 70%. Review time from 48 hours to under 60 seconds. Zero accidental device cutoffs, because the system can only read data, never disconnect equipment.
The Problem: Fixed alarm rules treated routine device syncs as emergencies. Loud sirens and pagers pulled nurses from bedside care. About 95% of alerts were false. IT sat on a 48-hour ticket backlog.
What we did: We mapped the alert path and designed automated triage that clears known-safe noise and sends only real issues to staff for sign-off.
Under 60s
Review turnaround (was 48h)
Read-only
Never disconnects devices
2. Before
3. After
How equipment alerts were handled before: noisy, mostly false, and slow to clear.
The new path: pattern checks and maintenance awareness clear known-safe noise; staff only see real issues.
Figure 1: Before process map (fixed rules, sirens, and a long ticket backlog)
Figure 2: After process map (automated triage with staff sign-off on real issues)
- Sirens fired on routine device syncs
- About 95% of alerts were false
- IT sat on a 48-hour ticket backlog
- Nurses were pulled from bedside care by loud pagers
- No smart filtering between noise and real risk
- The system checks alerts against normal device patterns
- Maintenance windows are known, so planned work does not page the floor
- Known-safe noise is cleared automatically
- Only real issues go to staff for review and sign-off
- Screens stay read-only: the system never disconnects equipment
4. How it works
Automation clears known-safe noise. Clinical and IT staff stay in control of anything that looks like a real issue.
System decides
- Check alerts against normal device patterns
- Confirm whether maintenance is in progress
- Clear known-safe noise without paging the floor
- Queue only real issues for staff review
People decide
- Review queued alerts on read-only screens
- Sign off real problems and next steps
- Never auto-disconnect devices; people stay in control of equipment actions
Figure 3: Detail view: automation handles the routine path; people handle the real issues.