Teaching Generative AI Foundations to Everyone

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 Journey

From competitions to groundbreaking research - building trustworthy AI step by step

2021

OpenCV AI Competition Winner

Won regional OpenCV AI competition, demonstrating excellence in computer vision and AI applications.

2022

Nvidia Inception & Research Begins

Selected for Nvidia Inception Program and initiated foundational research on hallucination detection and trustworthy AI systems.

BREAKTHROUGH
2024

Research Breakthrough

Developed world's first projection-based hallucination detection model, achieving 74% detection rate. Released offline ConvAI Dashboard.

2025

Major Publications & PyPI Release

Published research papers on arXiv and released HalluNox and ConvAI-Innovations on PyPI, empowering developers worldwide with trustworthy AI tools.

2025

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

WORLD'S FIRST

Confidence-aware routing for LLM reliability enhancement. Pre-generation hallucination detection using projection models

Multi-signal confidence scoring
74% hallucination detection rate
40% reduction in computational cost
Supports Llama & MedGemma models
View on PyPI

ConvAI Dashboard

WINDOWS APP100% OFFLINE

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!

48 interactive coding lessons (Python to Transformers)
AI voice narration for each line of code
Interactive chat with Sandra - ask anytime
Safe code sandbox & animated visualizations
Multi-language support & QR Certificate
Download for Windows

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

Improved hallucination detection from 0.42 to 0.74
Reduced computational costs by 40%
F1 score increased from 0.61 to 0.82
Read Paper

Continuous Learning Conversational AI

A Personalized Agent Framework via A2C Reinforcement Learning

By Nandakishor M, Anjali M

Dynamic personalized conversational AI
A2C reinforcement learning integration
Continuous learning capabilities
Read Paper

High-Accuracy ECG Image Interpretation

Parameter-Efficient LoRA Fine-Tuning with Multimodal LLaMA 3.2

By Nandakishor M, Anjali M

Identified over 70 cardiac conditions
Performance exceeding traditional CNN methods
Used 1M synthesized ECG images
Read Paper

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.

World's First Projection Model for Hallucination Detection
PyPI Packages HalluNox & ConvAI
15+ Models on HuggingFace

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

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.

Custom LLM & VLM Development
LoRA Fine-tuning & Quantization
RAG, Reinforcement Learning (A2C, PPO)
PyTorch, TensorFlow, EC2 Deployment
Connect on LinkedIn
Dr. Anjali M

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.

Clinical Research Lead for Ai4Cardio
AI Model Validation & Medical Logic Design
ECG Interpretation & Dataset Annotation
Medical Institution Collaborations
Connect on LinkedIn

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