Eko Foundation Analysis Software with Transformers (EFAST) vs SignalHF

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 assists clinicians in real-time diagnosis of structural murmurs and atrial fibrillation during routine physical exams, leveraging digital stethoscope technology. In contrast, SignalHF predicts heart failure hospitalizations within 30 days by analyzing data from cardiac implantable electronic devices, enabling proactive management for patients with CIEDs. While both are FDA-cleared cardiology AI tools, EFAST focuses on immediate diagnostic insights from auscultation, whereas SignalHF provides predictive risk assessment from implanted device data.

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

Choose EFAST if your primary goal is to enhance the accuracy and efficiency of cardiac screenings during routine physical exams. This tool is ideal for clinicians seeking real-time AI assistance in detecting structural murmurs and atrial fibrillation at the point of care, enabling earlier identification of potential heart conditions.

View Eko Foundation Analysis Software with Transformers (EFAST) →

Choose SignalHF if…

Choose SignalHF if you manage a patient population with cardiac implantable electronic devices and aim to proactively reduce heart failure hospitalizations. This solution is best suited for cardiologists who need an FDA-cleared AI algorithm to predict short-term heart failure risk based on CIED data, facilitating timely interventions and personalized care plans.

View SignalHF →

Reviewed by Pouyan Golshani, MD — Interventional Radiologist

Quick Comparison

Feature Eko Foundation Analysis Software with Transformers (EFAST) SignalHF
Pricing Subscription-based, contact for details Contact for pricing
Deployment Unknown SaaS
BAA Available Yes AI-estimated Yes AI-estimated
FDA Status Cleared AI-estimated Cleared AI-estimated
HIPAA Yes AI-estimated Yes 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

Eko Foundation Analysis Software with Transformers (EFAST)

EFAST offers real-time AI analysis during auscultation, enhanced audio, waveform visualization, and guided exams, directly integrating into a clinician's immediate workflow during a patient encounter. This point-of-care application provides a more intuitive and direct user experience compared to SignalHF's data analysis and alert-driven system.

Clinical Value

Tie

Both tools provide significant, FDA-cleared clinical value, albeit in different areas of cardiac care. EFAST offers high sensitivity and specificity for real-time detection of structural murmurs and AFib during routine exams, while SignalHF provides crucial predictive analytics for heart failure hospitalizations from CIED data, enabling early intervention.

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 approximate daily cost for the associated stethoscope technology. In contrast, SignalHF only states 'contact for pricing' with no further details, offering less insight into potential costs.

Enterprise Readiness

SignalHF

While both are FDA-cleared, HIPAA compliant, and cloud-based, SignalHF explicitly highlights 'manufacturer-agnostic compatibility with various CIEDs' and a 'unified platform for centralizing cardiac implantable device data'. This indicates a stronger capability for integration and management within complex, multi-vendor enterprise healthcare environments.

Innovation

Tie

Both tools demonstrate significant innovation. EFAST leverages advanced AI (Transformers) for real-time, point-of-care diagnostics during auscultation, representing a novel approach to early detection. SignalHF innovates with predictive AI for heart failure hospitalizations by analyzing complex CIED data, enabling proactive and personalized patient management.

Support & Docs

Eko Foundation Analysis Software with Transformers (EFAST)

Eko Health (Tool A) offers a comprehensive Help Center with user manuals, quick start guides, FAQs, how-to videos, and options to schedule support calls, with documentation available in multiple languages. Implicity (Tool B) mentions 'instructions for use' and 'customer service' but does not detail a public-facing, organized help center or extensive documentation resources comparable to Eko Health's offerings.

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) SignalHF
Product Name Eko Foundation Analysis Software with Transformers (EFAST) SignalHF
Company Eko Health Implicity
Primary AI Function Assists clinicians in identifying structural murmurs associated with heart disease and detecting atrial fibrillation, providing real-time, actionable cardiac insights during routine exams. Predicts heart failure hospitalizations within 30 days by analyzing data from various cardiac implantable electronic devices, enabling early intervention and personalized care.
Target Specialties Cardiology, Family Medicine, Internal Medicine Cardiology
Key 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. FDA-cleared AI algorithm for heart failure prediction; Predicts heart failure hospitalizations within 30 days; Generates automatic alerts for care teams based on risk scores; AI-driven alert management to filter and highlight relevant events.
Data Source/Integration Seamless integration with Eko digital stethoscopes (e.g., CORE 500); Cloud-based recording and secure storage of exams; EMR integration. Manufacturer-agnostic compatibility with various CIEDs (pacemakers, ICDs, CRTs); Analyzes physiological data, demographics, lead measurements, episodes, and therapies; Unified platform for centralizing cardiac implantable device data.

Videos

Demos, reviews, and walkthroughs featuring Eko Foundation Analysis Software with Transformers (EFAST) and SignalHF.

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Frequently Asked Questions

EFAST by Eko Health is designed to assist clinicians in identifying structural murmurs associated with heart disease and detecting atrial fibrillation during routine exams, providing real-time insights. SignalHF by Implicity is an AI algorithm that predicts heart failure hospitalizations within 30 days by analyzing data from various cardiac implantable electronic devices, enabling early intervention and personalized care.
EFAST requires seamless integration with Eko digital stethoscopes (e.g., CORE 500) to provide real-time AI analysis during auscultation. SignalHF analyzes physiological data, demographics, lead measurements, episodes, and therapies from various manufacturer-agnostic cardiac implantable electronic devices (CIEDs), such as pacemakers, ICDs, and CRTs.
EFAST is designed for use in Cardiology, Family Medicine, and Internal Medicine, supporting a broader range of routine clinical exams. SignalHF is primarily designed for Cardiology, focusing on patients with cardiac implantable electronic devices.
EFAST provides real-time AI analysis during auscultation, offering immediate cardiac insights for structural murmur and AFib detection. SignalHF utilizes FDA-cleared AI algorithms to provide predictive insights, forecasting heart failure hospitalizations within 30 days and generating automatic alerts for care teams.

Backers

Who funded each tool's parent company.

Eko Foundation Analysis Software with Transformers (EFAST)

SignalHF

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