Products

CalmWave, Inc.
CalmWave, Inc.
Practice Analytics & BI
CalmWave is an AI-powered hospital operations platform designed to combat clinical alarm fatigue and improve patient safety and staff retention. It integrates real-time data from bedside monitors, other devices, alarms, and EHRs to provide actionable insights and reduce non-actionable alarms.

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About CalmWave

CalmWave is a healthcare artificial intelligence company that offers a platform designed to enhance operational health in hospitals and mitigate alarm fatigue, particularly in Intensive Care Units (ICUs). [1, 2, 5] The company’s “Transparent AI” platform integrates real-time data from various medical devices, alarms, and Electronic Health Records (EHRs) to provide a unified and comprehensive view of patient status. [5, 16, 19, 21] This data fusion allows for the generation of explainable recommendations to optimize alarm settings based on individual patient physiology, thereby reducing non-actionable alarms and improving the clinical work environment. [5, 15, 16, 18, 19, 20]

For physicians, CalmWave’s technology aims to provide earlier visibility into patient physiological changes and clinical trends, supporting more informed and confident decision-making. [5, 21] By reducing the constant barrage of non-critical alarms, the platform helps alleviate alarm fatigue, which can lead to stress and exhaustion for healthcare workers and potentially impact patient safety. [5, 9, 18] The system also offers insights into patient acuity and staff workload, contributing to improved staff retention and overall operational efficiency within hospitals. [2, 6, 9, 11, 15] CalmWave’s approach not only streamlines workflows and reclaims time for direct patient care but also aligns with Joint Commission Standards for patient safety. [21] The company has also introduced a “Recovery State” feature to help identify patterns suggesting when a patient may be ready for transfer or discharge from the ICU, aiming to improve patient flow and resource utilization. [5]

Focus Areas

AI in healthcare alarm fatigue ICU operations patient safety nurse retention operational intelligence healthcare analytics EHR integration clinical decision support

Business Intelligence

Key InvestorsAI2 Incubator, Bonfire Ventures, Tau Ventures, Seachange Fund, Third Prime, Catalyst by Wellstar, Silver Circle, Rebellion Ventures, Impulsum Ventures, Hike Ventures, PagerDuty (founders), Ride Home Fund
PartnershipsWellstar Health System, Oracle Cloud Infrastructure (OCI), Premier, Inc., Partners Coop
Acquisitionsunknown
TechnologyCloud-native, AI-powered hospital operations platform, Transparent AI, real-time data fusion (alarms, vitals, EHRs), integrates with hospital middleware and monitoring platforms
FDA Clearancesunknown cleared products (estimated)

What Physicians Need to Know

Specialization: Alarm Fatigue & ICU Operations
CalmWave specializes in addressing alarm fatigue in Intensive Care Units (ICUs) by safely eliminating non-actionable alarms, which can account for 80-99% of all audible alarms. This significantly reduces noise and stress for both clinicians and patients, creating a calmer healing environment. Their platform helps hospitals shift from reactive to proactive operations.
Specialization: Patient Safety
By reducing non-actionable alarms and providing actionable insights, CalmWave enhances patient safety. The system helps detect patient deterioration earlier, with one case study showing alerts delivered 15 minutes earlier. It also flags critical but suppressed signals, preventing safety-degraded alarms from going unnoticed.
Specialization: Nurse Retention & Operational Intelligence
CalmWave's platform aims to improve nurse retention by reducing alarm fatigue and the associated stress and burnout. It provides objective measures of clinician workload and helps reclaim nursing time for direct patient care. The system offers real-time operational insights, making alarm strain visible by team, room, and shift, which aids in smarter staffing and support.
Specialization: Healthcare Analytics & Clinical Decision Support
CalmWave fuses alarms, vital signs, and EHR data into real-time intelligence, providing a unified foundation for insights. It utilizes data science and AI to recommend optimized vital sign limits and improve patient safety. The platform generates explainable recommendations with traceable clinical logic, empowering clinicians with data-informed decisions.
Key Differentiator: Transparent AI
CalmWave emphasizes 'Transparent AI,' which provides explainable and auditable recommendations. This approach builds trust by allowing clinicians to examine the rationale behind each AI-generated step before implementation, enhancing safety, accuracy, and accountability.
Key Differentiator: Unified Data Foundation
The company unifies siloed data from various sources, including bedside monitors, medical devices, and EHRs, into a single, time-aligned, comprehensive longitudinal patient record. This provides a complete signal, timing, and context, which is crucial for understanding patient trends and risk.
Key Differentiator: Measurable Outcomes
CalmWave has demonstrated significant results, including a 47-58% reduction in non-actionable alarms and up to 10 fewer hours of alarm exposure per patient stay. This translates to nurses reclaiming 2-4 hours per shift for direct patient care.
Technology Stack
CalmWave leverages data science and AI, specifically 'Transparent AI,' to process and analyze high-frequency data from various hospital systems. They utilize Oracle Cloud Infrastructure (OCI) for accelerating AI pipelines and enabling seamless scalability for big data ecosystems. The system integrates with hospital middleware, monitoring platforms, and EHRs across vendors.
Physician Tip

For physicians, CalmWave offers a unified view of patient vital signs, medications, and EHR entries on a single screen, reducing the need to toggle between systems. The platform provides explainable AI-driven recommendations for optimized vital sign limits, allowing for earlier detection of patient deterioration and supporting safer decision-making. This leads to a calmer ICU environment, allowing physicians to focus on meaningful clinical signals and patient care rather than being overwhelmed by non-actionable alarms.

CalmWave is designed for seamless integration with existing hospital infrastructure, including various EHR systems (e.g., Epic) and monitoring platforms (e.g., Philips IntelliBridge), without requiring new hardware or disrupting current workflows. They capture real-time feeds from bedside monitors, other devices, alarms, and EHR data, standardizing and fusing this information into a single system-wide foundation.

Products by CalmWave

1 product in the directory

CalmWave, Inc.
CalmWave, Inc.
Practice Analytics & BI
CalmWave is an AI-powered hospital operations platform designed to combat clinical alarm fatigue and improve patient safety and staff retention. It integrates real-time data from bedside monitors, other devices, alarms, and EHRs to provide actionable insights and reduce non-actionable alarms.

What the Web Says

CalmWave, an AI-driven healthcare company, focuses on reducing alarm fatigue and improving patient outcomes in critical care settings. Reviews highlight its potential to enhance clinical workflows and provide actionable insights, though some express concerns about implementation and data integration challenges within existing hospital systems.

Overall: Mixed

Strengths

  • Reduces alarm fatigue for healthcare professionals.
  • Provides actionable insights for patient care.
  • Aims to improve patient outcomes and safety.
  • Leverages AI for predictive analytics in critical care.
  • Potential to streamline clinical workflows.
  • Positive impact on nurse well-being reported by some.

Limitations

  • Integration challenges with existing hospital IT infrastructure.
  • Steep learning curve for some users.
  • Data privacy and security concerns (general to healthcare AI).
  • Cost of implementation and ongoing maintenance.
  • Limited publicly available detailed product reviews.
  • Potential for alert overload if not configured properly.

Based on reviews from: G2, Glassdoor, Capterra, Healthcare IT News, Reddit, LinkedIn

Last updated: 2026-10-04

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Frequently Asked Questions

CalmWave's AI platform tackles alarm fatigue by analyzing real-time and historical data from vital signs, medications, and alarms to recommend patient-specific alarm thresholds, significantly reducing non-actionable alerts. This allows clinicians to focus on critical events, improving response times and overall patient safety.
CalmWave's 'Transparent AI' provides explainable recommendations, allowing clinicians to understand the rationale behind each AI-generated step. This approach builds trust, helps avoid biases, and ensures compliance with regulations and auditing requirements, which is vitally important for clinical decision-making and patient safety.
CalmWave integrates seamlessly with hospital middleware, monitoring platforms, and EHRs across various vendors without disrupting existing workflows. It unifies high-frequency data from bedside monitors (vital signs, alarms), medical devices (infusion pumps, ventilators), and EHR context (patient status, medications, interventions) into a single, time-aligned record for comprehensive operational intelligence.
By significantly reducing non-actionable alarms, CalmWave helps reclaim valuable nursing time, allowing nurses to focus on direct patient care rather than alarm management. This reduction in cognitive overload and interruptions contributes to a calmer work environment, improved job satisfaction, and ultimately, better nurse retention.
CalmWave's core offering is its Operations Health AI Platform, which focuses on reducing alarm fatigue. Additionally, they have launched 'Recovery State,' a solution that uses their high-fidelity longitudinal data to objectively detect when recovering patients are ready for safe discharge or transfer, enabling earlier, data-driven decisions and reducing length of stay.
CalmWave is built to align with evolving regulatory standards, including Joint Commission National Patient Safety Goals, CMS Conditions of Participation, and AAMI/ANSI/IEC Standards. Their platform includes transparent audit trails, comprehensive longitudinal patient records, and is SOC2 Type II and HIPAA compliant, ensuring data security, privacy, and defensibility.
CalmWave was spun out of the Allen Institute for Artificial Intelligence (AI2) incubator in 2022 and has partnered with health systems like Wellstar, demonstrating successful deployments. While specific pricing models are not publicly detailed, their business model is likely based on subscription or licensing fees for their AI platform and additional charges for expert services. They offer support through their platform, which is designed for seamless integration and provides real-time insights for various hospital teams.

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