AI that works
in the real world.
We engineer deterministic AI systems that automate complex workflows with zero data leakage.
AI Solutions That Drive
Measurable Business Outcomes
From proof-of-concept to production deployment, Patnai engineers AI solutions tailored to your domain, data, and compliance requirements.
Modular AI Architecture, Built to Scale.
Choose the exact capability your enterprise needs. We deliver functional AI integrations in structured, standalone blocks that plug natively into your existing infrastructure.
Private RAG Engine
Deploy a secure, high-speed semantic search database running locally on your hardware. We index your static data (PDFs, Legal Records, Manuals, Notion) with zero external leaks.
Live Data Sync (MCP)
Connect your AI to live operational data sources (PostgreSQL, CRM, ERP, Jira) using Model Context Protocol (MCP) servers for real-time, context-aware intelligence.
Custom Model Alignment
When open-source base models lack industry jargon, we execute targeted Fine-Tuning (LoRA/QLoRA) on your compute resources to align the model with your terminology.
From Conversation to Production
in Weeks, Not Quarters
A repeatable, battle-tested process refined across multiple production deployments. No surprises. No scope creep.
Secure Data Connection
We map your internal databases, PDFs, and legal structures. You grant us read-only access, or we work with sanitized data samples to engineer the ingestion pipelines.
Private Infrastructure Setup
We write the Terraform/Docker compose files to deploy the vector store (Qdrant) and orchestration layer (LangGraph) natively inside your AWS/Azure tenant or local physical servers.
Guardrail Setup & Handover
We configure programmatic constraints so the AI cannot hallucinate outside its data source. Final handover includes API documentation, UI deployment, and access keys.
Engineering Precision,
Not Slide-Deck Promises
We obsess over production reality — latency, accuracy, compliance, and cost. Here's what that means for your business.
Speed to Value
POC delivered in 48–72 hours. Production deployments in 2–4 weeks — not quarters.
Security-First Architecture
Every solution includes guardrails, PII masking, RBAC, encrypted vector stores, and audit trails.
Domain-Tuned Precision
Generic models underperform. We fine-tune on your data, terminology, and edge cases for domain accuracy.
Measurable ROI
Every engagement defines KPIs upfront. You get live dashboards, weekly reports, and a 90-day impact review.
Zero Disruption Integration
We plug into your existing stack — ERP, CRM, HRMS, SharePoint — no rip-and-replace required.
Self-Improving Systems
MLOps pipelines capture user feedback and new data, triggering controlled retraining cycles automatically.
Request a Free
AI Feasibility Audit
Claim a complimentary 30-minute feasibility session. We'll help you audit your document structure, assess LLM training readiness, and outline a realistic deployment path for your business.