Eko Foundation Analysis Software with Transformers (EFAST) vs Viz RV/LV

Similar category, different focus. These tools serve overlapping but distinct needs. Comparability 65/100 Comparability is an AI-graded 0–100 score of how directly these two tools compete — higher means a more apples-to-apples comparison.

AI Verdict

EFAST is designed for real-time detection of structural murmurs and atrial fibrillation during auscultation, making it suitable for primary care and cardiology clinics for routine exams. In contrast, Viz RV/LV automates RV/LV ratio measurements from CTPA scans to aid in rapid pulmonary embolism risk stratification, primarily benefiting emergency medicine, pulmonology, and radiology workflows. While both leverage AI for cardiovascular insights, they address distinct clinical challenges with different input modalities.

Choose Eko Foundation Analysis Software with Transformers (EFAST) if…

Choose EFAST if your primary goal is to enhance routine cardiac screenings and facilitate early detection of structural murmurs and atrial fibrillation during physical examinations. This tool is ideal for clinicians in primary care or cardiology who utilize digital stethoscopes and require real-time AI-powered insights at the point of care.

View Eko Foundation Analysis Software with Transformers (EFAST) →

Choose Viz RV/LV if…

Choose Viz RV/LV if you need to rapidly assess and stratify the risk of pulmonary embolism in patients undergoing CTPA scans. This AI algorithm is best suited for emergency medicine, radiology, and pulmonology departments requiring automated ventricular measurements and seamless care team coordination for acute PE management.

View Viz RV/LV →

Reviewed by Pouyan Golshani, MD — Interventional Radiologist

Quick Comparison

Feature Eko Foundation Analysis Software with Transformers (EFAST) Viz RV/LV
Pricing Subscription-based, contact for details Unknown
Deployment Unknown Cloud-based
BAA Available Yes AI-estimated Unknown
FDA Status Cleared AI-estimated Cleared AI-estimated
HIPAA Yes AI-estimated Unknown

Head-to-Head

AI-generated assessment across six dimensions based on each tool's documented features and compliance posture. Grounded in public data — not a substitute for hands-on evaluation.

Usability

Eko Foundation Analysis Software with Transformers (EFAST)

EFAST emphasizes real-time AI analysis during auscultation, guided exams, and seamless integration with Eko digital stethoscopes, suggesting a highly intuitive and integrated user experience at the point of care. This direct interaction with a familiar clinical tool enhances immediate usability for clinicians during patient encounters. While Viz RV/LV automates complex imaging measurements, EFAST's focus on transforming a fundamental physical exam offers a more hands-on and integrated user experience.

Clinical Value

Tie

Both tools offer significant clinical value by addressing critical cardiac conditions. EFAST provides direct diagnostic support for structural murmurs and atrial fibrillation with high reported sensitivity and specificity. Viz RV/LV offers crucial, automated risk stratification for acute pulmonary embolism from CTPA scans, a time-sensitive and life-threatening condition. The impact of both on patient care is substantial and distinct, making it difficult to declare one definitively superior.

Pricing & Value

Eko Foundation Analysis Software with Transformers (EFAST)

EFAST provides more transparency regarding its pricing model, detailing a subscription-based Eko+ membership, a free trial with stethoscope purchase, and an estimated daily hardware cost. In contrast, Viz RV/LV's pricing is not publicly available, which makes it challenging for potential users to assess its value proposition without direct engagement. Therefore, EFAST offers a clearer understanding of its cost structure.

Enterprise Readiness

Viz RV/LV

Both tools demonstrate strong foundational enterprise readiness with cloud-based deployment, BAA, HIPAA compliance, and FDA clearance. However, Viz RV/LV's explicit integration as a 'seamless component of the Viz PE Solution' and its inclusion of a 'HIPAA-compliant communication platform for care coordination' suggest a more comprehensive and integrated approach to enterprise-level workflow and acute care pathway management within hospital systems.

Innovation

Eko Foundation Analysis Software with Transformers (EFAST)

While both are innovative, EFAST's application of advanced AI for real-time structural murmur and AFib detection during auscultation, integrated with smart stethoscopes, represents a more fundamental transformation of a core clinical interaction. This direct, point-of-care AI assistance at the bedside is arguably a more novel and disruptive innovation in routine clinical practice compared to automated image analysis.

Support & Docs

Viz RV/LV

Viz.ai offers a more robust and clearly defined support structure, including 24/7/365 urgent phone support and a dedicated customer success team comprising specialists, managers, and scientists. While Eko Health provides multiple support channels and user manuals, Viz.ai's comprehensive, enterprise-focused support and training resources, such as Viz Academy and user guides, give it an advantage.

Feature-by-Feature

Detail beyond the Quick Comparison summary. For pricing, deployment, BAA, FDA, and HIPAA see the Overview tab.

Feature Eko Foundation Analysis Software with Transformers (EFAST) Viz RV/LV
Name Eko Foundation Analysis Software with Transformers (EFAST) Viz RV/LV
Company Eko Health Viz.ai
Primary AI Function/Purpose Assists clinicians in identifying structural murmurs associated with heart disease and detecting atrial fibrillation, providing real-time, actionable cardiac insights during routine exams. Automates right and left ventricular diameter measurements from CTPA scans, providing a crucial RV/LV ratio for rapid pulmonary embolism risk stratification and enhanced care coordination within the Viz PE Solution.
Target Specialties Cardiology, Family Medicine, Internal Medicine Emergency Medicine, Pulmonology, Radiology
Key AI Capabilities AI-powered structural murmur detection (93% sensitivity, 91% specificity); AI-powered atrial fibrillation (AFib) detection (95% sensitivity, 94% specificity); Real-time AI analysis during auscultation; Enhanced audio with noise cancellation and amplification; Waveform visualization and guided exams. Automated Right Ventricle (RV) to Left Ventricle (LV) ratio measurement; Analysis of volumetric CTPA acquisitions; AI algorithm for identification and measurement of heart ventricles; Provides annotated images showing ventricular measurements.
Integration/Ecosystem Seamless integration with Eko digital stethoscopes (e.g., CORE 500); Cloud-based recording and secure storage of exams; EMR integration. Seamless component of the Viz PE Solution for suspected pulmonary embolism detection; AI-powered alerts and notifications to care teams; High-fidelity mobile DICOM image viewer; HIPAA-compliant communication platform for care coordination.

Videos

Demos, reviews, and walkthroughs featuring Eko Foundation Analysis Software with Transformers (EFAST) and Viz RV/LV.

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Frequently Asked Questions

Eko Foundation Analysis Software with Transformers (EFAST) assists clinicians in identifying structural murmurs associated with heart disease and detecting atrial fibrillation during routine exams. Viz RV/LV by Viz.ai automates right and left ventricular diameter measurements from CTPA scans, providing a crucial RV/LV ratio for rapid pulmonary embolism risk stratification.
EFAST performs real-time AI analysis during auscultation, integrating seamlessly with Eko digital stethoscopes to process heart sounds and electrocardiograms. Viz RV/LV analyzes volumetric CTPA acquisitions to identify and measure heart ventricles.
EFAST is designed for Cardiology, Family Medicine, and Internal Medicine. Viz RV/LV is intended for Emergency Medicine, Pulmonology, and Radiology.
EFAST boasts 93% sensitivity and 91% specificity for AI-powered structural murmur detection, and 95% sensitivity and 94% specificity for AI-powered atrial fibrillation detection. For Viz RV/LV, the algorithm's ventricle diameter measurements showed a high degree of agreement with manually obtained measurements, with a mean absolute error less than 7.2 mm. The Viz PE Solution, which includes Viz RV/LV, has reported 91% sensitivity and 92% specificity for suspected pulmonary embolism detection.
EFAST offers seamless integration with Eko digital stethoscopes, cloud-based recording and secure storage of exams, and EMR integration for streamlined documentation. Viz RV/LV is a seamless component of the Viz PE Solution, providing AI-powered alerts and notifications to care teams, a high-fidelity mobile DICOM image viewer, and a HIPAA-compliant communication platform for care coordination.

Backers

Who funded each tool's parent company.

Eko Foundation Analysis Software with Transformers (EFAST)

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