HeartFlow Analysis 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.
by Heartflow
VS
by Viz.ai

AI Verdict

HeartFlow Analysis is designed for the non-invasive diagnosis and management of coronary artery disease, providing detailed 3D models and FFRct analysis of coronary arteries. In contrast, Viz RV/LV focuses on pulmonary embolism risk stratification by automating right and left ventricular diameter measurements from CTPA scans. While both utilize AI and CT imaging in cardiovascular care, they address distinct clinical conditions and offer specialized insights for different diagnostic pathways.

Choose HeartFlow Analysis if…

Choose HeartFlow Analysis if you require a comprehensive, non-invasive assessment of coronary artery disease (CAD) to guide treatment decisions. This tool excels at providing detailed, personalized 3D models of coronary arteries, including fractional flow reserve (FFRct) and plaque characteristics, to determine the functional significance of blockages and inform revascularization strategies. It is ideal for evaluating patients with suspected or known CAD to optimize management plans.

View HeartFlow Analysis →

Choose Viz RV/LV if…

Choose Viz RV/LV if your primary need is rapid and automated risk stratification for suspected pulmonary embolism (PE) in an acute care setting. This AI algorithm quickly measures right and left ventricular diameters from CTPA scans to provide a crucial RV/LV ratio, enabling swift identification of patients with right ventricular strain. It is best suited for emergency departments and critical care teams needing immediate insights and enhanced care coordination for PE management.

View Viz RV/LV →

Reviewed by Pouyan Golshani, MD — Interventional Radiologist

Quick Comparison

Feature HeartFlow Analysis Viz RV/LV
Pricing Contact vendor for pricing Unknown
Deployment Cloud-based (AWS) Cloud-based
BAA Available Yes AI-estimated Unknown
FDA Status Cleared AI-estimated Cleared AI-estimated

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

Viz RV/LV

Viz RV/LV emphasizes rapid deployment, automated alerts, and mobile access to DICOM images, which streamlines communication and accelerates decision-making in acute settings. This focus on immediate, integrated workflow for urgent care scenarios suggests a higher degree of usability for its target application compared to HeartFlow's detailed 3D modeling and analysis.

Clinical Value

HeartFlow Analysis

HeartFlow Analysis provides a comprehensive, non-invasive physiological assessment for coronary artery disease (CAD) through FFRct and plaque analysis, which has been extensively validated to improve patient outcomes by reducing unnecessary invasive procedures and guiding revascularization decisions. While Viz RV/LV offers crucial rapid risk stratification for pulmonary embolism, HeartFlow's impact on complex treatment pathways for a chronic condition demonstrates a profound clinical value.

Pricing & Value

HeartFlow Analysis

HeartFlow Analysis clearly outlines its reimbursement model, including established Category I CPT codes and CMS payment rates, and is covered by Medicare and most U.S. commercial payers. This transparency and established reimbursement pathway significantly de-risk adoption for healthcare providers and demonstrate a clear economic value. Viz RV/LV lacks publicly available pricing or detailed reimbursement information, making its financial value proposition less clear.

Enterprise Readiness

Tie

Both tools demonstrate strong enterprise readiness, being FDA-cleared, HIPAA-compliant, offering BAA agreements, and deploying via cloud-based infrastructure from established companies. There are no distinguishing factors in the provided information to determine a superior solution in this dimension.

Innovation

HeartFlow Analysis

HeartFlow's application of Computational Fluid Dynamics (CFD) to derive Fractional Flow Reserve (FFRct) from standard CT scans, along with AI-powered 3D modeling and plaque characterization, represents a highly sophisticated and innovative use of technology to provide non-invasive physiological insights. While Viz RV/LV's automated measurements and alerts are valuable, HeartFlow's core technology for blood flow simulation is arguably more groundbreaking in its scientific complexity and depth of insight.

Support & Docs

Tie

Both HeartFlow and Viz.ai appear to offer robust support and documentation, including comprehensive training, technical support, and educational resources for clinicians. The descriptions of their support offerings are similar in scope, making it difficult to distinguish a clear winner without more granular details on the quality or depth of these services.

Feature-by-Feature

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

Feature HeartFlow Analysis Viz RV/LV
Primary Diagnostic Focus Diagnosing and managing coronary artery disease (CAD) by creating personalized 3D models of patients' coronary arteries from standard CT scans. Automates right and left ventricular diameter measurements from CTPA scans, providing a crucial RV/LV ratio for rapid pulmonary embolism risk stratification.
Company HeartFlow Viz.ai
Key AI-Powered Analysis AI-powered 3D modeling of coronary arteries; Fractional Flow Reserve derived from CT (FFRct) analysis; Plaque Analysis (quantification and characterization); Computational Fluid Dynamics (CFD) for blood flow simulation. Automated Right Ventricle (RV) to Left Ventricle (LV) ratio measurement; Analysis of volumetric CTPA acquisitions; AI algorithm for identification and measurement of heart ventricles.
Target Medical Specialties Cardiology, Radiology Emergency Medicine, Pulmonology, Radiology

Videos

Demos, reviews, and walkthroughs featuring HeartFlow Analysis and Viz RV/LV.

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Frequently Asked Questions

HeartFlow Analysis is designed for the non-invasive diagnosis and management of coronary artery disease (CAD) by creating personalized 3D models of coronary arteries and performing FFRct and plaque analysis. In contrast, Viz RV/LV automates right and left ventricular diameter measurements from CTPA scans to provide a crucial RV/LV ratio for rapid pulmonary embolism (PE) risk stratification.
HeartFlow Analysis provides AI-powered 3D modeling of coronary arteries, Fractional Flow Reserve derived from CT (FFRct) analysis, and quantitative plaque analysis. Viz RV/LV offers automated measurement of the Right Ventricle (RV) to Left Ventricle (LV) ratio, identifying and measuring heart ventricles from volumetric CTPA acquisitions.
HeartFlow Analysis utilizes standard CT scans to create its personalized 3D models and perform FFRct analysis. Viz RV/LV specifically analyzes volumetric CTPA acquisitions to derive the RV/LV ratio for pulmonary embolism risk stratification.
HeartFlow Analysis provides personalized patient insights and Roadmap Analysis for CCTA reading to aid in diagnostic assessment. Viz RV/LV is a seamless component of the Viz PE Solution, offering AI-powered alerts and notifications to care teams, a high-fidelity mobile DICOM image viewer, and a HIPAA-compliant communication platform for enhanced care coordination.
HeartFlow Analysis primarily serves Cardiology and Radiology specialties for the diagnosis and management of coronary artery disease. Viz RV/LV targets Emergency Medicine, Pulmonology, and Radiology specialties, focusing on rapid risk stratification for suspected pulmonary embolism.

Backers

Who funded each tool's parent company.

HeartFlow Analysis

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