Engineering Precision,
Not Slide-Deck Promises
At Patnai, we reject the standard consulting playbook. We do not sell open-ended, multi-month slide-deck projects that leave your team with zero functional code. Instead, we build working, self-contained AI systems designed to solve concrete operational challenges.
We believe that enterprise data is a core asset. Sending confidential documents to public APIs is a risk no enterprise should take. That is why we specialize in local deployment, ensuring your intelligence remains secure on your hardware.
Our Core Pillars
Strict Data Privacy
Local chunking, embedding, and model routing to ensure zero leaks.
Deterministic Frameworks
Using LangGraph and multi-agent systems to ensure guardrails.
Local Infrastructure Mastery
Deploying optimized engines on your own standard CPUs and GPU vaults.
Built by Someone Who Has
Actually Shipped AI to Production
Patnai was founded by Uttam Kumar — an AI architect with hands-on experience building production LLM systems across healthcare, legal, and enterprise operations. Not a consultant who advises. An engineer who ships.
Patnai is built on the philosophy of rigorous pattern-matching and deterministic execution. We engineer custom Adaptive RAG databases, stateful multi-agent networks using LangGraph, and private domain LLM fine-tuning. Our mission is to build a world-class AI engineering company that helps global enterprises deploy secure, highly customized AI systems at a fraction of the cost of standard consulting firms.