# ICU Alarm Management Platforms CalmWave Developed an AI System to Reduce Hospital Alarm Fatigue By Grace Mahas | Written with AI assistance | Published 2026-02-24 | Lifestyle Source: Trend Hunter, https://www.trendhunter.com/trends/CalmWave References: [inc](https://www.inc.com/fast-company-2/the-alarming-problem-inside-icus-and-the-startup-that-finally-found-a-fix/91304134)  Founded in 2022 by serial tech entrepreneur Ophir Ronen, CalmWave tackles one of healthcare's most persistent and underserved problems: alarm fatigue in intensive care units. Hospitals generate a relentless stream of beeps and alerts from monitoring equipment, and the resulting sensory overload leaves clinical staff struggling to distinguish urgent signals from routine noise — contributing to burnout and, in some cases, delayed responses to patients in genuine distress. Ronen recognized the pattern from his previous work in enterprise IT alert management and built CalmWave to address it. The platform works by integrating two data streams that typically operate in silos — electronic medical records and [real-time patient monitoring systems](https://www.trendhunter.com/trends/patient-monitoring-technology) — into a single unified view. From there, it uses accumulated clinical data to recommend patient-specific alarm threshold adjustments, either widening ranges to cut unnecessary noise or tightening them to catch [early warning signs](https://www.trendhunter.com/trends/AITRICS). CalmWave launched with backing from the [Allen Institute for](https://www.trendhunter.com/trends/iverson-hemp-drinks) AI's incubator program. Image Credit: Tempura/Getty Images ## Trend Insights (Trend Hunter) - Score: 7.0/10 - Popularity: 78% | Activity: 65% | Freshness: 66% - Audience gender: 50% men, 50% women - Primary generations: Millennial, Gen X - Top markets: North America, Europe ## Categories [Trend Hunter](https://www.trendhunter.com/trends) > [Lifestyle](https://www.trendhunter.com/lifestyle) > [Health](https://www.trendhunter.com/health) ## Key Themes ### What's Driving This Trend - **Unified Clinical Data Streams:** Combining EMR And Real-Time Monitoring Data Creates Richer Patient Context That Enables Predictive Alarm Prioritization And Personalized Thresholding. - **AI-driven Alarm Triaging:** Machine Learning Models That Classify And Prioritize Alerts Can Drastically Reduce Nonactionable Noise While Surfacing Subtle Deterioration Patterns. - **Contextualized Threshold Personalization:** Dynamic Patient-Specific Alarm Ranges Informed By Historical And Situational Data Can Lower Clinician Cognitive Load And Improve Early Detection Accuracy. ### Who This Affects Most - **Hospital IT Systems:** Integrating Alarm Management Into Hospital IT Suites Could Reshape Procurement Toward Platforms That Blend Monitoring, EHR, And Analytics For Workflow-Centered Care. - **Medical Device Manufacturing:** Embedding Interoperable AI-Compatible Signaling Into Monitors And Sensors Can Shift Device Value Toward Collaborative Ecosystems Rather Than Standalone Hardware. - **Clinical Workforce Management:** Tools That Translate Alarm Streams Into Staffing And Task Prioritization Insights Have Potential To Reframe Scheduling And Burnout Mitigation Strategies. ## Related on Trend Hunter - [AI-Driven Fall Detection Systems](https://www.trendhunter.com/trends/fall-detection-system.md) - [AI-Powered Home Ecosystems](https://www.trendhunter.com/trends/ai-house.md) - [AI-Assisted Hearing Aids](https://www.trendhunter.com/trends/cearvol-wave-lite.md) - [Sunrise-Inspired Air Purifiers](https://www.trendhunter.com/trends/mini-restful.md) - [Smart Home Management Systems](https://www.trendhunter.com/trends/smart-home-management-system.md) - [Motivational Wake-Up Tools](https://www.trendhunter.com/trends/alaarm.md) - [Clinical Alarm Notification Platforms](https://www.trendhunter.com/trends/clinical-alarm.md) - [Intelligent Event Filters](https://www.trendhunter.com/trends/eventaware.md)