AI4CARDIO

by Convai Innovations

Revolutionizing Cardiac Diagnostics with AI

30-second expert-level ECG interpretation powered by advanced multimodal AI

98%
Accuracy
71
Cardiac Conditions
30s
Analysis Time
24/7
Availability

✓ Accepted for publication in BMJ Digital Health and AI

The Critical Problem We're Solving

India faces a cardiac care crisis where 1.5 million lives are lost annually

62% Misinterpretation Rate

ECG misinterpretation rate in emergency departments leads to dangerous diagnostic delays and increased mortality.

⏱️

2-4 Hour Delays

Critical diagnostic delays where every minute increases mortality risk by 10%. Time is literally life.

🏥

Severe Specialist Shortage

Tier 2/3 cities and rural areas serving 70% of India's population lack access to cardiac specialists.

🌙

No 24/7 Coverage

15,000+ daily ECGs require expert review, but specialist availability is limited, especially during nights and weekends.

1.5M+ Lives Lost Annually

Due to delayed cardiac diagnosis in India. Every minute of delay increases mortality risk by 10%.

Our AI-Powered Solution

Transforming ECG interpretation from a 2-4 hour bottleneck to a 30-second automated analysis

📤
1. Upload ECG

Image/PDF/Scan - Any ECG format, hardware agnostic

🤖
2. AI Analysis

Vision encoding, pattern detection, multi-modal AI

📊
3. Get Report

Detailed diagnosis, 71 conditions, clinical reasoning

👨‍⚕️
4. Action

Physician reviews and treats patient

Lightning Fast

30-second expert-level ECG interpretation vs. 2-4 hours traditional wait time

🎯

Highly Accurate

98% accuracy (AUC 0.98) validated on 1000+ ECGs by expert cardiologists

🔄

Comprehensive

Detects 71 cardiac conditions with detailed diagnostic reasoning and treatment recommendations

🌐

Hardware Agnostic

Works with any ECG machine - accepts images, PDFs, scans without proprietary hardware

💰

Cost-Effective

₹1,500-36,000/month - 3-5× more affordable than competitors like Tricog

🔗

Easy Integration

ABDM/NDHM compliant, REST API for seamless EHR/EMR integration

State-of-the-Art Technology

Built on cutting-edge LLaMA 3.2 Vision with custom fine-tuning

🎨 Vision-Language Model

  • Multimodal LLaMA 3.2 Vision 11B
  • 32-Layer Local + 8-Layer Global Encoder
  • Cross-Attention at 5 layers
  • Vision Transformers for image processing

📝 NLP & Report Generation

  • LLaMA 3.1 8B (40 Layers)
  • Clinical report writing & medical reasoning
  • 7680-dim visual features projection
  • Detailed diagnostic explanations

🔬 LoRA Fine-Tuning

2880
GPU Hours
4× NVIDIA A100 80GB
1M+
Training Samples
ECGInstruct Dataset
98%
Accuracy (AUC)
Validated by experts

📊 Classification Metrics

AUC (Area Under Curve):0.98
Macro F1-Score:0.74
Hamming Loss:0.11
+94% AUC improvement over baseline

📋 Report Generation

Clinical Report Score:85.4/100
GPT-4o Evaluated:✓ Validated
Baseline Improvement:+78%
Medical accuracy, completeness, and clinical utility

Our Impact & Mission

Democratizing specialist-level cardiac care across India

💔
1.5M+
Lives Lost Annually
→ Target 30-50% reduction
⏱️
2-4 hrs → 30s
Time Savings
98% reduction in diagnosis time
62% → <2%
Misdiagnosis Rate
Dramatic accuracy improvement

🎯 Target Beneficiaries

Direct Beneficiaries

  • • 200M+ Indians with cardiovascular conditions
  • • 900M+ people in tier 2/3 cities & rural areas
  • • 15,000+ hospitals nationwide
  • • 50,000+ general practitioners and nurses

Indirect Beneficiaries

  • • 5,000+ cardiologists (reduced burden)
  • • 100M+ Ayushman Bharat beneficiaries
  • • Indian Healthcare System efficiency
  • • Families of cardiac patients

🌍 UN SDG Alignment

🏥
SDG 3
Good Health & Well-being
💡
SDG 9
Innovation & Infrastructure
⚖️
SDG 10
Reduced Inequalities

Our Mission

To make specialist-level cardiac diagnosis accessible to every Indian, reduce cardiac mortality through AI, support the Ayushman Bharat mission, and bridge the urban-rural healthcare gap.