Find the cardiac patients falling through the cracks.

AI-powered therapy-gap detection across the full cardiovascular continuum. Surfaces missed diagnoses, delayed referrals, and underutilized therapies at scale.

TAILRD | Heart

Therapy gaps are measurable — and fixable.

Despite proven guideline-directed therapies, cardiovascular patients remain dramatically undertreated. TAILRD translates these gaps into prioritized, system-level opportunities.

Heart Failure
<1%
Patients on optimal GDMT doses
Represents avoidable admissions and downstream cost exposure at scale.
CHAMP-HF Registry
Electrophysiology
68%
AFib patients under-anticoagulated before stroke
Drives preventable stroke risk, readmissions, and long-term cost exposure.
Stroke Unit Studies
Structural Heart
40%
Severe aortic stenosis patients remain untreated
Delayed intervention worsens outcomes and constrains service-line capacity.
Eur Heart J, 2024
Coronary
42%
CAD patients not on guideline-recommended statins
Under-treatment increases event risk and avoidable utilization.
MEPS Analysis
Valvular
8.2%
VHD prevalence in elders-mostly undiagnosed
Missed diagnosis delays surveillance, referral, and timely intervention.
OxVALVE Study
Peripheral Vascular
44%
PAD diagnosed only after specialist referral
Late diagnosis increases limb risk and cardiovascular events.
PARTNERS Program

Why health systems choose TAILRD

Most cardiac AI tools solve a narrow problem. TAILRD was built to see the entire system.

Full-Continuum Intelligence

Unlike point solutions, TAILRD analyzes the entire cardiovascular journey - from early risk identification to advanced intervention - continuously, not episodically.

Therapy-Gap Detection

TAILRD doesn't just identify disease. It flags patients who should already be receiving care - but aren't.

Built With Leading Institutions

Co-developed with Mount Sinai — U.S. News & World Report #2 cardiac hospital in the U.S.

Clinically Grounded AI

Every insight is anchored in guidelines, real-world data, and validated clinical pathways - not black-box predictions.

Operationally Actionable

Insights route to the right stakeholder - clinicians, service line leaders, and executives - in formats designed for action, not dashboards.

Designed for Scale

Multi-module, multi-service-line architecture that expands with your cardiovascular program - from pilots to system-wide deployment.

Gaps span the entire care journey

TAILRD continuously scans every stage of the cardiovascular continuum - not just the moment of intervention. From early risk signals to late-stage procedures, therapy gaps emerge long before patients reach specialty care. TAILRD identifies those gaps early - and keeps tracking them until care is delivered.

Upstream Risk Capture
Primary care identification
Screening & Triage
Diagnostic workup + routing
Medical Management
Guideline therapy optimization
Device Therapy
ICD • CRT • pacing
Procedural Intervention
PCI • TAVR • ablation • surgical valve replacement (SAVR)
Advanced Therapies
LVAD • transplant

Intelligence at Every Level

Actionable intelligence from system-wide visibility down to individual patient recommendations-designed to drive execution in real workflows.

Tier 1
Population
Executive Leadership
Identify risk and unmet need across the entire patient population.
Example: Undiagnosed HFpEF, untreated AF, silent structural disease
Population-level executive dashboard
Tier 1
Population Dashboard
Tier 2
Panel
Service Line Directors
Prioritize patients who should already be receiving care.
Example: Patients eligible for GDMT, anticoagulation, or referral
Service line panel worklist
Tier 2
Panel Worklist
Tier 3
Patient
Care Teams
Enable timely, appropriate intervention.
Example: Referral, imaging, procedure, or therapy initiation
Patient detail recommendation view
Tier 3
Patient Detail

Comprehensive cardiovascular coverage

Each module is built as an offering: it identifies therapy gaps, flags missed interventions, and routes actionable worklists to the right teams.

Heart Failure

Surfaces untreated and undertreated HF patients across primary and specialty care - before decompensation occurs.

Hover to preview
Heart Failure module screenshot
Heart Failure ModuleHover to flip back

Electrophysiology

Identifies rhythm patients who meet criteria for anticoagulation, monitoring, or intervention - but haven't received it.

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Electrophysiology module screenshot
Electrophysiology ModuleHover to flip back

Structural Heart

Flags echo findings, referral gaps, and delayed interventions across the structural disease spectrum.

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Structural Heart module screenshot
Structural Heart ModuleHover to flip back

Coronary

Detects missed opportunities in CAD risk stratification, diagnosis, and escalation of care.

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Coronary module screenshot
Coronary ModuleHover to flip back

Valvular

Surfaces progressive valve disease earlier - when intervention can still change outcomes.

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Valvular module screenshot
Valvular ModuleHover to flip back

Peripheral Vascular

Expands PAD detection, closes medical therapy gaps, identifies revascularization and limb-preservation candidates, and coordinates longitudinal pathways.

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Peripheral Vascular module screenshot
Peripheral Vascular ModuleHover to flip back

Built With Industry Leaders

Validated through collaborations, pilots, and co-development with leading health systems and research organizations.

TAILRD also supports med device and pharma partners seeking real-world cardiovascular intelligence-delivered through trusted health system workflows.

Mount Sinai

Core Leadership

Cardiovascular operators and builders with deep clinical, technical, and health-system experience.

Jonathan Hart

Jonathan Hart

CEO & Founder
20+ years building and scaling cardiovascular strategy, analytics, and care-delivery platforms across health systems and industry.
Dr. Tony Das

Dr. Tony Das

Chief Medical Officer
Interventional cardiologist. Harvard/MGH trained. Head of Digital Strategy in Cardiac at Baylor Scott & White. VIVA founding member. 20,000+ procedures.
Božidar Benko

Božidar Benko

Chief Technology Officer
Employee #1 at VuMedi. Healthcare AI specialist. Expert in scalable EHR data infrastructure.
Infrastructure & Security

Find the patients your system is missing.

TAILRD reveals where care breaks down - clinically and operationally - and gives your teams the insight to fix it.

No PHI required. No integration needed. System-level findings in ~2 weeks.