AI-Powered Cardiac
Diagnostic System
AI4Cardio combines ECG analysis, blood tests, and patient history through a multi-agent AI system to deliver comprehensive cardiac diagnostics. Schema-enforced logic prevents hallucinations, edge deployment ensures privacy, and evidence-based reasoning builds trust.
How AI4Cardio Works
Three-stage intelligent analysis for comprehensive cardiac diagnostics
Data Collection
AI Processing
Report Generated
Our Innovations & Contributions
Pioneering research and tools that are shaping the future of trustworthy AI
AI4Cardio Multi-Agent System
Cardiac Diagnostic AI
Revolutionary multi-agent AI combining ECG analysis, blood tests, and patient history for comprehensive cardiac diagnostics. Schema-enforced logic prevents hallucinations, edge deployment ensures privacy.
World's First Projection Model
Hallucination Detection
Revolutionary pre-generation hallucination detection using projection models. No need to wait for generation - detect unreliable outputs before they happen.
Custom LLM Development
No API Dependencies
Building foundational AI models from scratch using PyTorch and Transformers library. Complete independence from commercial APIs.
Multi-Signal Confidence
Advanced AI Reliability
Combining semantic alignment, internal convergence, and learned confidence for unprecedented LLM reliability assessment.
Published Research
Academic Contributions
Multiple peer-reviewed papers on hallucination detection, conversational AI, and healthcare applications.
Our Journey
From competitions to groundbreaking research - building trustworthy AI step by step
OpenCV AI Competition Winner
Won regional OpenCV AI competition, demonstrating excellence in computer vision and AI applications.
Nvidia Inception & Research Begins
Selected for Nvidia Inception Program and initiated foundational research on hallucination detection and trustworthy AI systems.
Research Breakthrough
Developed world's first projection-based hallucination detection model, achieving 74% detection rate. Released offline ConvAI Dashboard.
Major Publications & PyPI Release
Published research papers on arXiv and released HalluNox and ConvAI-Innovations on PyPI, empowering developers worldwide with trustworthy AI tools.
Growing Community
Building a community of AI practitioners focused on transparency, trust, and foundational understanding.
OpenCV AI Competition Winner
Won regional OpenCV AI competition, demonstrating excellence in computer vision and AI applications.
Nvidia Inception & Research Begins
Selected for Nvidia Inception Program and initiated foundational research on hallucination detection and trustworthy AI systems.
Research Breakthrough
Developed world's first projection-based hallucination detection model, achieving 74% detection rate. Released offline ConvAI Dashboard.
Major Publications & PyPI Release
Published research papers on arXiv and released HalluNox and ConvAI-Innovations on PyPI, empowering developers worldwide with trustworthy AI tools.
Growing Community
Building a community of AI practitioners focused on transparency, trust, and foundational understanding.
Research Publications
Exploring the frontiers of AI with groundbreaking research in LLM reliability, conversational AI, and healthcare applications.
High-Accuracy ECG Image Interpretation for AI4Cardio
Parameter-Efficient LoRA Fine-Tuning with Multimodal LLaMA 3.2 - Published in BMJ Digital Health
By Nandakishor M, Anjali M
Confidence-Aware Routing for Large Language Model Reliability Enhancement
A Multi-Signal Approach to Pre-Generation Hallucination Mitigation
By Nandakishor M
Continuous Learning Conversational AI
A Personalized Agent Framework via A2C Reinforcement Learning
By Nandakishor M, Anjali M
About Us
Revolutionizing Cardiac Health with AI
ConvAI Innovations is pioneering AI-powered cardiac diagnostics through our AI4Cardio multi-agent system. We combine ECG analysis, blood tests, and patient history to deliver comprehensive, evidence-based cardiac reports. Our research in hallucination detection and schema-enforced AI ensures trustworthy healthcare solutions.
Incubated & Accelerating
ConvAI Innovations is currently accelerating under INEST Incubator at Dr. Moopan's Medical College, empowering healthcare-focused AI innovation.
Our Leadership

Nandakishor M
Founder & CEO
5+ years of experience in AI/ML, generative models, and vision-language systems, with 20,000+ hours of hands-on work building foundational AI models from scratch. Expert in custom LLM/VLM development, not relying on APIs like OpenAI or Anthropic.

Dr. Anjali M
Co-Founder & Chief Research Officer (CRO)
MBBS graduate from Government Villupuram Medical College, MD in Community and Family Medicine from AIIMS Rishikesh. She bridges the gap between medical science and AI development at ConvAI Innovations.
Get in Touch
Have questions about our research or interested in collaboration? We'd love to hear from you.
Address
Convai Innovations Pvt. Ltd.
Kerala Startup Mission Office
ASAP Community Skill Park
Kasaragod
Working Hours
Monday - Friday
10:00 AM - 6:00 PM