Enterprise AI Infrastructure

Built to Deploy.
Built to Buy.
Built by VyapAI.

We architect and ship production-grade AI systems that enterprises deploy on day one. From legal intelligence to clinical workflows to financial analysis — our solutions are engineered for scale, security, and seamless integration.

On-premise & air-gapped deployment
Full source code & IP transfer
Scales to enterprise-grade hardware
Dockerized & integration-ready
Compliant data handling
Technical documentation included

We build for every sector.
No exceptions.

Our AI systems are architected with domain-specific constraints in mind — regulatory compliance, data sovereignty, operational cadence, and hardware realities unique to each industry.

Financial Services

  • Banking & Capital Markets
  • Insurance & Risk
  • M&A & Due Diligence
  • Accounting & Audit
  • Wealth Management

Healthcare & Sciences

  • Clinical Trials & Oncology
  • Pharmaceuticals
  • Hospital Operations
  • Medical Devices
  • Life Sciences R&D

Public Sector

  • Defense & Intelligence
  • Federal & State Government
  • Law Enforcement
  • Education & Research
  • Public Infrastructure

Industrial & Energy

  • Manufacturing & Engineering
  • Oil, Gas & Mining
  • Energy & Utilities
  • Construction & Real Estate
  • Aerospace & Aviation

Legal & Professional

  • Litigation & Compliance
  • Consulting & Advisory
  • Human Resources
  • Publishing & Media
  • Professional Services

Commerce & Logistics

  • Retail & E-Commerce
  • Supply Chain & Logistics
  • Telecommunications
  • Hospitality & Travel
  • Agriculture & Food
Document Intelligence Workflow Automation Predictive Analytics Compliance Monitoring Data Room Analysis Clinical Matching Risk Assessment Process Optimization Knowledge Extraction Multi-Agent Orchestration Air-Gapped Inference Citation Grounding

Production systems,
not prototypes

Each solution ships with full source code, deployment architecture, technical documentation, and integration support. Ready for enterprise hardware from day one.

Enterprise Orchestration

EnginAIr

High-throughput AI orchestration engine for complex multi-agent workflows. Coordinates planning, execution, retries, fallback logic, and telemetry in one persistent runtime.

FastAPIReact + ViteSQLAlchemyLiteLLMDocker
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Key Strengths

  • Consolidated execution path reduces orchestration overhead and cross-service latency
  • Persistent run state survives failures with recover-or-continue workflows
  • Provider-aware retry, backoff, and fallback handling under API turbulence
  • Live dashboard telemetry with real-time observability
  • Dockerized deployment, validated on standard developer hardware

Legal Intelligence

AmicusAI US

Air-gapped legal AI engine for U.S. Federal Appellate litigation. Citation-grounded legal memos using local RAG without any public API exposure.

FastAPIOllamaFAISSpgvector ReadyDocker
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Key Strengths

  • Zero data leakage via local embeddings and local LLM inference
  • Hybrid scraping plus federal API connectors creates a defensible legal data moat
  • USFederalReranker boosts precedence-aware retrieval across court tiers
  • Strict prompt policy constrains generation to verified, in-context legal evidence
  • Migration paths to PostgreSQL + pgvector and dedicated GPU inference nodes

Clinical AI

Ortho-Match

AI clinical trial matcher for orthopedic oncology. Hybrid eligibility filtering and semantic ranking produce explainable trial matches in seconds.

PubMedBERTFAISSFastAPIOllamaDocker
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Key Strengths

  • 100% offline — patient data stays inside hospital-controlled infrastructure
  • Two-stage matcher: SQL hard filters + PubMedBERT semantic ranking
  • PDF pathology extraction auto-builds structured patient profiles
  • Explainable recommendations with score interpretation and eligibility rationale
  • Documented deployment: workstation, department server, and multi-site rollouts

M&A Intelligence

VDR Analyzer Core

Three-stage offline RAG pipeline for virtual data room due diligence. Separates ingestion, retrieval, and generation to maximize reliability on enterprise hardware.

QdrantFastEmbed BGELlamaIndexOllama / vLLMDocker
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Key Strengths

  • CPU-heavy ingestion + GPU generation balances hardware utilisation
  • Deterministic UUID5 chunk IDs make re-indexing idempotent and duplication-safe
  • Citation-focused formatting improves analyst trust in due-diligence workflows
  • Air-gap capable for strict enterprise confidentiality requirements
  • Laptop-safe defaults with documented environment tuning for enterprise expansion

Indian Legal AI — Open Source

Legal Assistant

The full data pipeline is production-ready — scrapers, corpus ingestion, and training infrastructure built for Indian law. Over 100,000 High Court and Supreme Court judgments, 1,000+ Acts, all processed and ready to power any model size you need.

As a free starting point, we've released a 3B parameter assistant anyone can run locally in minutes — no server, no subscription, no data leaving your machine. Need a larger model or a full RAG deployment for your organisation? Contact us.

100k+ Judgments1k+ ActsPipeline ReadyScalable to any model sizeIndian Law
$ ollama run hf.co/prawinin/sunny-legal-assistant-3b

From conversation
to deployment

A transparent, repeatable process designed to minimise risk and maximise time-to-value for your organisation.

01

Discovery

We map your domain constraints, compliance requirements, data topology, and hardware environment to scope the right solution.

02

Architecture

Solutions are designed offline-first with modular components — swappable LLMs, configurable pipelines, and enterprise database migration paths.

03

Integration

Full Dockerized deployment with API-first design. We handle environment configuration, data migration, and system handover documentation.

04

Transfer

Clean IP handover with complete source code, technical documentation, deployment guides, and optional ongoing advisory support.


The studio behind
the systems

Prawin Kumar

Prawin Kumar

Founder & Lead Engineer — VyapAI

Building production AI systems that enterprises can deploy, scale, and own. Every solution we ship is engineered for real-world constraints — air-gapped networks, compliance-sensitive data, and practical hardware limitations.

VyapAI exists to bridge the gap between AI research and enterprise operations. We don't build demos. We build systems that work on the infrastructure you already have.

BS in Data Science & Artificial Intelligence — IIT Guwahati

Let's discuss
your use case

Whether you're exploring enterprise licensing, custom deployments, IP acquisition, or need a technical walkthrough — we're ready to talk.

Get in Touch

Tell us about your infrastructure, compliance requirements, and deployment timeline. We typically respond within 24 hours.

prawin@vyapai.tech

Schedule a Conversation

Book a 30-minute call to walk through deployment architecture, integration requirements, and licensing options for your organisation.

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