Building Trust in AI
Through Education & Research
ConvAI Innovations is pioneering research in hallucination detection, building trust, and ethics in AI. We teach generative AI foundations from BPE to transformers, fine-tuning to deployment - empowering the next generation to build, monitor, and trust AI systems.
Windows App with AI Tutor
46 video tutorials, AI code generation, adaptive learning with voice assistant - all offline
Hallucination Detection
World's first projection-based hallucination detection research for LLM reliability
Building Trustworthy AI
Removing the black box - teaching how to build, monitor, and trust AI models
Our Innovations & Contributions
Pioneering research and tools that are shaping the future of trustworthy AI
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.
100% Offline AI Learning
Edge Computing
Train AI models and learn LLM architecture completely offline with Sandra, your AI mentor. No cloud dependency, complete privacy.
Custom LLM Development
No API Dependencies
Building foundational AI models from scratch using PyTorch and TensorFlow. 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.
Learn & Build with Our Tools
From comprehensive courses to production-ready Python packages, we provide everything you need to master generative AI
HalluNox
Confidence-aware routing for LLM reliability enhancement. Pre-generation hallucination detection using projection models
ConvAI Dashboard
Interactive AI learning platform with voice narration, live chat assistance, and 48 coding lessons. Complete offline AI-powered education with Sandra, your adaptive AI tutor!
Our Vision: Making AI Accessible to Everyone
Everyone should learn generative AI from the foundation - understanding BPE tokenization, embeddings, self-attention, feed-forward networks, backpropagation, activation functions, AdamW optimization, fine-tuning with PEFT (LoRA), RAG systems, and deploying LLMs as RESTful APIs. The next generation needs to know how to build, monitor, and trust AI - removing the black box to understand these powerful systems.
Research Publications
Exploring the frontiers of AI with groundbreaking research in LLM reliability, conversational AI, and healthcare applications.
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
High-Accuracy ECG Image Interpretation
Parameter-Efficient LoRA Fine-Tuning with Multimodal LLaMA 3.2
By Nandakishor M, Anjali M
About Us
Teaching AI Foundations, Building Trust
ConvAI Innovations is a research company focused on teaching generative AI foundations and pioneering research in hallucination detection, building trust, ethics, and improvements in AI. Our mission is to empower everyone to understand modern AI from the ground up.
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