Microsoft MVP · UAE Golden Visa · Abu Dhabi — GraphRAG · MCP · On-Prem LLMs · Agentic AI · MLOps / LLMOps

1) The Business Problem I Solve Regulated enterprises and government entities sit on huge volumes of unstructured, siloed data (documents, complaints, GIS layers, inspection reports, ERP records) that LLMs alone can’t reason over safely. I design and deliver Enterprise Knowledge Graphs, Model Context Protocol (MCP) servers, and on-premise Generative-AI automation that turn that data into grounded, auditable decisions — cutting manual workload by up to 40% while keeping data sovereign.

2) The Architecture I Build End-to-end, production-grade, on-prem-first GenAI systems: Data Sources → Ingestion (ETL · Embeddings · Entity & Relation Extraction) → Enterprise Knowledge Graph (Neo4j / pgvector + GraphRAG) → MCP Servers (tools, resources, prompts) → LLM Layer (LLaMA · DeepSeek · Mistral · Azure OpenAI via vLLM / Ollama) → Agentic Orchestration (LangChain · LangGraph · Semantic Kernel) → APIs (Node.js · .NET Core · FastAPI · GraphQL) → Front-End (Next.js · React · React Native · Power BI · ArcGIS) → On-Prem / Sovereign Cloud (Docker · Kubernetes · Azure · AWS · Jenkins)

3) How to Engage / "Deploy" Me

• 📧 Email: bibinprathap@gmail.com
• 📱 Phone / WhatsApp: +971 56 924 5365
• 💼 LinkedIn: bibin-prathap-4a34a489
• 📄 CV: Download PDF
• 🌐 Portfolio: bibinprathap.com
• 🛂 Work Authorization: UAE Golden Visa holder — available for senior AI / Tech Lead roles.

AI / ML / LLMs / Knowledge Graphs

Backend & APIs

Front-End & Mobile

Data & BI

Cloud, DevOps & Infra

Leadership & Governance

• 🌱 I’m currently going deeper on MCP server design patterns, GraphRAG over enterprise ontologies, and on-prem LLM serving with vLLM

AI Specialist and Microsoft MVP with 12+ years building production AI systems for regulated enterprises and government. I help organizations move beyond chatbot demos to grounded, sovereign GenAI: Enterprise Knowledge Graphs that capture domain meaning, Model Context Protocol (MCP) servers that safely expose enterprise tools and data to LLMs, and on-premise Generative-AI automation that runs inside the client\u2019s own perimeter. Expertise spans GraphRAG, agentic orchestration, fine-tuning, MLOps/LLMOps, AI governance, and Responsible AI.

• Enterprise Knowledge Graphs (Neo4j, pgvector, ontology design, entity & relation extraction)
• Model Context Protocol (MCP) Servers — design, build & deploy MCP tools/resources for enterprise LLMs
• On-Premise Generative-AI Automation (vLLM, Ollama, LLaMA, DeepSeek, Mistral)
• GraphRAG & Retrieval-Augmented Generation (vector + graph hybrid retrieval)
• Agentic AI & Workflow Automation (LangChain, LangGraph, Semantic Kernel, FlowWise)
• Sovereign / Private LLM Deployment for regulated & public-sector workloads
• AI Strategy, Governance & Responsible AI
• MLOps / LLMOps (evaluation, guardrails, observability, CI/CD for LLMs)
• Solution Architecture & Enterprise AI System Design
• Cloud & Hybrid Deployments (Azure, AWS, Docker, Kubernetes)
• Business Intelligence & Decision Intelligence (Power BI, ArcGIS)
• Leadership & Cross-Functional Delivery

AI Strategy Lead | Data Science & BI Analytics
📍 August 2021 - Present | Abu Dhabi

• Developed AI roadmaps aligning with organizational goals, ethics, and governance.
• Led enterprise-wide AI and data analytics initiatives for business intelligence.
• Designed and deployed AI solutions using TensorFlow, PyTorch, OpenAI, LLaMA, and DeepSeek.
• Spearheaded on-premise LLM deployments and optimized AI infrastructure.
• Developed vectorized document processing and RAG architectures for knowledge-based AI applications.
• Managed and mentored AI engineers, data scientists, and BI analysts.
• Fine-tuned LLMs for domain-specific applications and automated ML workflows.

• AI Agent - Space AI

  • Designed AI-driven workflow automation and form builder integration.
  • Developed real-time workflow modeling using BPMN API.
  • Enabled AI-assisted decision-making through workflow data insights.

• Document Chat Project

  • Enhanced AI capabilities with automation and reporting.
  • Automated dashboards and scoring mechanisms for operational effectiveness.
  • Integrated AI for global delegation visit tracking and country insights.

• GIS Self-Service

  • Developed a GIS data platform with 200+ layers for data-driven decision-making.
  • Enabled advanced spatial analytics and real-time monitoring.

• Landing Page & Data Platform

  • Created a data insights hub showcasing AI and BI products.
  • Developed a dataset search and request portal for streamlined data access.

• Complaints Search AI

  • Built an AI-powered search system for complaint management.
  • Implemented NLP-driven synonym matching for improved search accuracy.

• Inspection AI

  • Developed an AI-powered inspection automation platform.
  • Integrated task management, work order tracking, and scheduling.

• Geo Space AI

  • Combined GIS and BIM for real-time construction progress tracking.
  • Enhanced project monitoring with AI-powered insights.

• Expertise in Generative AI, NLP, LangChain, Deep Learning, and MLOps.
• Skilled in Python, R, TensorFlow, PyTorch, SQL, MongoDB, PostgreSQL, AWS, and Azure.
• Developed dashboards with Power BI, ArcGIS, and Google Maps API.
• Built large-scale ML projects, including traffic analysis and livability dashboards.

• Developed applications using React.js, React Native, Angular, Next.js, .NET, Node.js, Express.js, and GraphQL.
• Led mobile and web app development, including survey apps, government office optimization, and executive dashboards.
• Worked on backend systems using ASP .NET Core, PL/SQL, Redis, PostgreSQL, and Oracle 12g.

Senior AI & Data Science Consultant
📍 March 2019 – August 2021 | Abu Dhabi

• Led AI adoption and digital transformation projects for government and enterprise clients.
• Developed AI-driven dashboards, real-time analytics, and decision support systems.
• Implemented NLP-based automation solutions, reducing manual workloads by 40%.
• Designed and fine-tuned LLMs for domain-specific applications.
• Built retrieval-augmented generation (RAG) architectures for AI-powered search and knowledge discovery.
• Led cross-functional teams integrating AI with business intelligence platforms.

• Developed a mobile app for inspectors to conduct 15 types of inspections (building/shop inspections, noise pollution, abandoned vehicles).
• Integrated geofencing, inspector location tracking, and file uploads.
• Implemented Emirates ID scanning (Google Vision API), camera object detection (OpenCV), and ArcGIS Esri maps.
• Enabled Bluetooth printer connectivity and real-time task notifications (Firebase).
• Built using React Native, Redux, Java, Jest, Enzyme for Android & iOS.
• Backend developed with ASP .NET Web API, Entity Framework 6, Oracle 12g (PL/SQL).
• Followed Agile methodology and implemented process improvements and software testing.

Senior Software Developer
📍 March 2018 - March 2019 | Abu Dhabi

• Developed Performance Dashboard Software to measure department performance based on KPIs.
• Built secure email communication software for embassies and a media reporting system.
• Developed a department performance monitoring application with KPI tracking and graphical performance visualization.
• Followed Agile methodology, implemented process improvements, and conducted software testing.

Lead Software Developer
📍 Jan 2015 - Mar 2018

• Led a team of 5 developers, overseeing application development and support.
• Provided technical leadership in database architecture and software design.
• Managed application server, firewall supervision, and front-end architecture.
• Conducted team administration, performance monitoring, and technical interviews.

• Manufacturing ERP Software: Business management solution for Finance, Sales, Inventory, Procurement, HR & Payroll.
• Cargo/Parcel Management Software: Shipment tracking and logistics with mobile apps for Android & iOS.
• Forex Exchange Software: Comprehensive platform for remittance and currency exchange operations.

Software Developer | Web Application & ERP Development
📍 Feb 2014 - July 2016 | Abu Dhabi

• Led ERP development integrating Finance, Sales, Inventory, Procurement, and Asset Management.
• Supervised web application development for mission-critical enterprise environments.
• Developed an Online CRM System with modules for Lead Management, Quotation, and Sales Invoicing.

Senior .NET Developer | E-Commerce Development
📍 2012 - 2014

• Developed 12 dynamic e-commerce websites with product, user, and order management.

• Integrated online payments via Mashreq Bank, PayPal, and Etisalat Comtrust.

• Led analysis, design, coding, review, and testing, mentoring junior developers.

• 🤝 I’m looking for help with ECommerce Mobile App

• 👨‍💻 All of my projects are available at https://www.linkedin.com/in/bibin-prathap-4a34a489/

• 📝 I regularly write articles on https://www.linkedin.com/in/bibin-prathap-4a34a489/

• 💬 Ask me about Enterprise Knowledge Graphs, Model Context Protocol (MCP) servers, On-Prem LLMs (LLaMA, DeepSeek, Mistral, vLLM, Ollama), GraphRAG, RAG, Agentic AI (LangChain, LangGraph, Semantic Kernel), Neo4j, pgvector, Azure OpenAI, MLOps / LLMOps, Responsible AI, React, React Native, Next.js, Node.js, .NET Core, Python, ArcGIS / Esri, Power BI

• 📫 How to reach me bibinprathap@gmail.com +971569245365

• 📄 Know about my experiences https://mobile-web-gis.pro/react-native-android/Bibin%20Prathap-Abu%20Dhabi-a.pdf

• ⚡ Fun fact I think i am funny