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AI Specialist building Enterprise Knowledge Graphs, Model Context Protocol (MCP) servers & on-premise Generative-AI automationMicrosoft MVP — Enterprise Knowledge Graph, MCP Server & On-Premise GenAI Automation Architect, Abu Dhabi, UAE

Bibin Prathap — AI Specialist building Enterprise Knowledge Graphs, Model Context Protocol (MCP) servers, and on-premise Generative-AI automation. Microsoft MVP and Enterprise RAG / GraphRAG / Agentic AI architect based in Abu Dhabi, UAE.

Open to roles: Head of AI, AI Lead, Principal AI Engineer, Director of AI, Chief AI Officer (CAIO), VP of Artificial Intelligence, AI Architect, Generative AI Lead, Enterprise RAG Architect, LLM Engineering Lead, MLOps Leader, Data Science Leader. Hard skills: Generative AI, LLM, Large Language Models, RAG, Retrieval-Augmented Generation, GraphRAG, Agentic AI, LangChain, LlamaIndex, Azure OpenAI, Azure AI Foundry, Semantic Kernel, vLLM, Ollama, Llama 3, Mistral, Hugging Face, vector databases, pgvector, FAISS, Pinecone, Weaviate, Milvus, fine-tuning, LoRA, PEFT, RLHF, evaluation & guardrails, MLOps, LLMOps, Kubernetes, Docker, Terraform, Azure, AWS, Python, PyTorch, TensorFlow, FastAPI, Next.js, Node.js, Business Intelligence, Power BI, NLP. Credentials: Microsoft MVP (AI Platform / Azure AI Services), UAE Golden Visa. Location: Abu Dhabi, UAE — open to remote and on-site across GCC, Europe, and US.

I create intelligentsolutions

Available for Enterprise Knowledge Graph, MCP Server & On-Premise Generative-AI Automation engagements

Resume · ATS Optimized

Download my Resume

Clean, parser-friendly resume covering Generative AI, Enterprise RAG, on-premise LLM and AI leadership. Typos fixed, achievements quantified, and skills consolidated for high ATS match rate.

My Services

AI Strategy & Leadership

Seasoned AI and Analytics Leader with over 12 years of experience in AI strategy, business intelligence, and data science. Proven track record in leading AI-driven initiatives that optimize operations, enhance decision-making, and unlock new revenue streams. Adept at aligning AI strategies with business objectives and fostering cross-functional collaboration.

AI StrategyTeam LeadershipAI GovernanceAI EthicsStakeholder ManagementAgile Delivery

Generative AI & Machine Learning

Expertise in Generative AI, LLMs, NLP, Deep Learning, and MLOps. Skilled in architecting and deploying on-prem and cloud-based LLM systems, building vectorized RAG pipelines, and fine-tuning models for domain-specific applications.

Generative AILLMsNLPTransformersRAG PipelinesDeep LearningMLOpsTensorFlowPyTorchLangChainDeepSeekLLaMA

Backend & Cloud AI

Proficient in developing scalable backend systems and deploying AI solutions on cloud platforms. Experienced with microservices architecture, real-time applications, and optimizing AI infrastructure for performance and security.

Node.jsExpress.jsPythonSQLMongoDBPostgreSQLAWSAzureDockerRedis

Full-Stack & Mobile Development

Extensive experience in full-stack development, building responsive web and mobile applications. Skilled in modern front-end frameworks, mobile app development, and integrating complex backend systems.

React.jsNext.jsReact NativeAngularHTML5CSS3Tailwind CSSShadcn UIGraphQL.NETASP.NET Core

Business Intelligence & Data Visualization

Specializing in creating AI-driven dashboards, real-time analytics, and decision support systems. Expertise in data visualization tools to transform complex data into actionable insights for strategic decision-making.

Power BIArcGISGoogle Maps APIData VisualizationBI AnalyticsPredictive AnalyticsData Science

Projects: Showcasing AI, LLM, and Data Science Solutions

AI AGENTS
WORKFLOW AUTOMATION
BPMN API
01
KEY AI PROJECT

AI Agent - Space AI

AI AGENTSWORKFLOW AUTOMATIONBPMN API

The Challenge

Businesses lacked a dynamic way to model and automate complex workflows in real-time.

My Solution

I designed an AI-driven platform that integrates a form builder with a BPMN API for real-time workflow modeling, assisted by AI for decision-making.

The Impact

Enabled organizations to automate intricate processes, improving operational efficiency and providing data-driven insights from workflow analytics.

VIEW PROJECT ↗
RAG
NLP
DOCUMENT AI
AUTOMATION
02
KEY AI PROJECT

Document Chat Project

RAGNLPDOCUMENT AIAUTOMATION
GIS
DATA PLATFORM
SPATIAL ANALYTICS
ARCGIS
03
KEY AI PROJECT

GIS Platform

GISDATA PLATFORMSPATIAL ANALYTICSARCGIS
DATA INSIGHTS
BI
DATA ACCESS
WEB APP
04
KEY AI PROJECT

Landing Page & Data Platform

DATA INSIGHTSBIDATA ACCESSWEB APP
NLP
AI SEARCH
Customer COMPLAINT MANAGEMENT
SYNONYM MATCHING
05
KEY AI PROJECT

Customer Complaints Search AI

NLPAI SEARCHCustomer COMPLAINT MANAGEMENTSYNONYM MATCHING
REACT NATIVE
MOBILE APP
OBJECT DETECTION
ARCGIS
06
NOTABLE PROJECT

Mobile Inspection Management System

REACT NATIVEMOBILE APPOBJECT DETECTIONARCGIS
ERP
FINANCE
INVENTORY
HR & PAYROLL
07
NOTABLE PROJECT

Manufacturing ERP Software

ERPFINANCEINVENTORYHR & PAYROLL
LOGISTICS
SHIPMENT TRACKING
MOBILE APPS
08
NOTABLE PROJECT

Cargo/Parcel Management Software

LOGISTICSSHIPMENT TRACKINGMOBILE APPS
FINTECH
REMITTANCE
CURRENCY EXCHANGE
09
NOTABLE PROJECT

Forex Exchange Software

FINTECHREMITTANCECURRENCY EXCHANGE
FLUTTER
E-COMMERCE
MOBILE APP
DART
12
MOBILE E-COMMERCE

Flutter E-commerce App

FLUTTERE-COMMERCEMOBILE APPDART

About Me

AI Strategy Leader and Microsoft MVP with 14+ years of enterprise delivery, including 6+ years architecting and scaling Generative AI, On-Premise LLM, and Enterprise RAG programs for sovereign government and Fortune-class clients in the UAE.

I have led cross-functional teams of 10+ engineers, data scientists, and BI analysts; shipped GenAI platforms that cut decision-support latency by 40%, reduced manual operational workload by 35–40%, and unlocked an estimated AED 25M+ in annual operational value — all while maintaining 100% compliance with UAE data sovereignty requirements.

Based in Abu Dhabi and a Senior Member of the IEEE, I focus on the leadership-level outcomes that matter to the C-suite: measurable ROI, time-to-production, regulatory compliance, and total cost of ownership for sovereign AI.

Professional Experience

AI Strategy Lead | Data Science & BI Analytics

Confidential (Sovereign Entity supporting the Emirate's Executive Leadership)

Abu Dhabi

August 2012 – Present
  • Defined and executed the enterprise-wide AI strategy adopted by C-suite and executive leadership, unlocking an estimated AED 25M+ in annual operational value across 8 government business units.
  • Architected an On-Premise Generative AI RAG pipeline (LLaMA 3 / DeepSeek + Weaviate) that reduced document retrieval and decision-support times by 40% while ensuring 100% compliance with UAE data sovereignty and classified-data residency requirements.
  • Led a cross-functional team of 10+ engineers, data scientists, and BI analysts; established the MLOps / LLMOps operating model that cut model deployment lead time from 6 weeks to 5 days (≈85% faster time-to-production).
  • Transformed municipal inspection operations from a 'System of Record' into a 'System of Intelligence', boosting inspector productivity by 35% and lifting first-pass compliance accuracy from 72% to 94%.
  • Delivered an executive BI & predictive-analytics platform consumed daily by 500+ government users, replacing 200+ manual reports and reducing reporting cycle time by 70%.
  • Owned vendor negotiations and TCO modeling for sovereign GenAI infrastructure, delivering a 3-year on-prem LLM stack at ~60% lower TCO than equivalent public-cloud SaaS while eliminating cross-border data exposure risk.

Senior AI Consultant | Lead Architect

Tech Mahindra

Abu Dhabi

March 2019 – August 2021
  • Served as Lead AI Architect for the flagship Abu Dhabi Municipality engagement (USD 4M+ TCV), securing a 100% on-time delivery record across 3 program phases and a follow-on contract extension.
  • Architected an enterprise NLP automation suite that processed 1M+ Arabic & English documents per month, reducing manual case-handling effort by 40% and saving an estimated 15,000 staff-hours annually.
  • Fine-tuned domain-specific LLMs that lifted classification accuracy from 78% to 93%, directly improving SLA compliance on regulated workflows by 25%.
  • Mentored a delivery pod of 7 consultants and data scientists, achieving a 95%+ client CSAT score across two consecutive review cycles.

Senior Software Developer

Stroika Computer Software

Abu Dhabi

March 2018 – March 2019
  • Delivered a government-grade Performance Dashboard / KPI platform adopted by 12+ departments, replacing spreadsheet-based reporting and cutting monthly KPI consolidation time by 80%.
  • Built secure embassy-grade email & media-reporting software handling 50,000+ classified submissions annually with zero recorded data-leak incidents.
  • Introduced reusable component architecture that reduced new-module delivery time by ~30% and onboarded 3 junior developers to full productivity within 4 weeks.

Lead Software Developer

State Corps

Dubai, UAE

Jan 2015 – Mar 2018
  • Led a 5-engineer Agile/Scrum team and shipped 4 enterprise products (Manufacturing ERP, Cargo/Parcel, Forex, CRM) on schedule, growing recurring license revenue by ~20% YoY.
  • Re-architected the front-end stack to Angular 6 + modular APIs, improving page-load performance by 45% and reducing post-release defect rate by 35%.
  • Hardened production infrastructure (app server, firewall, release pipeline) achieving 99.9% uptime across 3 customer-facing platforms.
  • Established code-review and QA gates that lowered escaped-defect rate by 50% within two release cycles.

Software Developer | Web Application & ERP Development

ESAT

Abu Dhabi

Feb 2014 – July 2016
  • Delivered an integrated ERP (Finance, Sales, Inventory, Procurement, Asset Mgmt) deployed to 6 enterprise clients, automating workflows that previously consumed ~2,000 staff-hours per month per client.
  • Built a banking call-center platform that improved average call-handling time by 30% and lifted first-call-resolution by 18%.
  • Developed an Online CRM with Lead → Quotation → Invoice automation that shortened sales-cycle time by ~25% for early adopters.

Senior .NET Developer | E-Commerce Development

Alwaffa Group

Dubai

March 2012 – March 2014
  • Designed and shipped 12 production e-commerce platforms generating a combined 7-figure AED in annual GMV.
  • Integrated PCI-compliant online payments (Mashreq Bank, PayPal, Etisalat Comtrust), achieving 99.5%+ checkout success rate and zero chargeback-fraud incidents.
  • Mentored 4 junior developers, raising team velocity by ~20% over two sprints and standardizing the .NET delivery playbook used on subsequent client projects.

Education

B.Tech Degree in Computer Science

Computer Science

BMC Of Engineering

Apr 2007 - Apr 2011

System Design Portfolio

Architecture & System Design

Reference architectures from production systems I have led — from data ingestion through retrieval, on-premise LLM serving, and audited response delivery. Designed for sovereign, regulated enterprise environments in the UAE.

VeritasGraph — Sovereign GraphRAG Pipeline

End-to-end data flow: ingestion → knowledge graph → hybrid retrieval → on-prem LLM → verifiable, cited response.

  • GraphRAG
  • Knowledge Graph
  • Hybrid Retrieval
  • On-Prem LLM
  • Verifiable Attribution
  • Neo4j
  • pgvector
  • vLLM
  • Llama 3
Codestin Search AppData flow from enterprise document ingestion through chunking, embeddings, knowledge-graph construction, hybrid retrieval (vector plus graph traversal), an on-premise LLM with verifiable attribution, and the final audited response returned to the user.Sovereign / On-Premise Boundary — UAE data residency, zero egress1. IngestionPDF · DOCX · EmailSharePoint · DBs2. Parse + ChunkOCR · Layout-awarePII redaction3. EmbedBGE / E5 (on-prem)multilingual AR + EN4. Entity + RelationLLM extractorschema-guided5. Knowledge GraphNeo4j / Memgraph+ pgvector index6. User QueryWeb · API · ChatRBAC + audit7. Hybrid RetrievalVector + Graph hopsRe-ranker (Cross-Enc.)8. Context BuilderCitations + provenanceToken-budget mgr9. On-Prem LLMLlama 3 · DeepSeekvLLM · GPU cluster10. Verified ResponseInline citationsGuardrails + evalgraph traversal + vector lookupObservability & LLMOps · OpenTelemetry · Prometheus · Ragas eval · drift & hallucination monitors · full audit trail

Sovereign On-Premise Generative AI Platform

Layered reference architecture for regulated enterprise GenAI: channels, gateway, orchestration, GPU-served LLMs, data layer, and MLOps foundation.

  • Sovereign AI
  • On-Premise LLM
  • LangChain
  • Semantic Kernel
  • Kubernetes
  • vLLM
  • Weaviate
  • MLOps
  • LLMOps
Codestin Search AppLayered platform showing user channels, API gateway with identity and guardrails, the orchestration and RAG layer, the on-premise LLM serving tier on a GPU cluster, the data and vector layer, and the underlying MLOps and security plane.ChannelsWeb Portal · Mobile · Teams Bot · REST/GraphQL APIs · Internal WorkflowsAPI Gateway · Identity · GuardrailsEntra ID / OIDC · RBAC · rate-limit · prompt-injection & PII filters · policy engineOrchestration & RAGLangChain / LlamaIndex · Semantic KernelAgentic flows · tool-use · function callingHybrid retrieval (vector + graph) · re-rankCaching · token-budget · provenanceOn-Premise LLM Serving (GPU Cluster)vLLM · TGI · Triton · KV-cache mgmtLlama 3 · Mistral · DeepSeek · fine-tunes (LoRA / QLoRA)Multi-tenant routing · autoscale on KubernetesEmbeddings + re-ranker co-locatedData & Knowledge LayerVector DB (Weaviate / pgvector / Milvus) · Knowledge Graph (Neo4j) · Object Store (MinIO)Lakehouse (Delta / Iceberg) · Feature Store · CDC connectors · classified-data zoningMLOps · LLMOps · CI/CD (GitHub Actions / Azure DevOps) · Kubernetes · Terraform · Prometheus + Grafana · Ragas / TruLens evals · SOC-grade audit

Sovereign by design

All inference and data stays inside the on-prem boundary — built for UAE data-residency and classified-data requirements.

Production-grade serving

vLLM + Triton on GPU clusters, multi-tenant routing on Kubernetes, with autoscaling and KV-cache optimization.

Observable & evaluable

OpenTelemetry, Prometheus, and Ragas / TruLens evals on every release — drift and hallucination monitored in production.

Open Source Projects

01
OPEN-SOURCE

VeritasGraph

Graph RAGTrustworthy AIMulti-hop ReasoningKnowledge GraphOn-Premise AI

Architected and developed VeritasGraph, a novel RAG pipeline that moves beyond traditional vector search to deliver trustworthy and verifiable AI for enterprise applications. This system leverages graph database technology to ensure response accuracy and source traceability, directly addressing critical barriers to enterprise AI adoption.

02
OPEN-SOURCE

WhatsApp AI Chatbot

ChatbotWhatsApp APIeCommerceAutomationCustomer Support
03
OPEN-SOURCE

ERP

Enterprise SoftwarePredictive AnalyticsAI AutomationFull-stackBusiness Intelligence
04
DATA SCIENCE

Dubai Traffic Analysis

Traffic ModelingGeospatial AnalysisReal-time AnalyticsData VisualizationUrban Mobility
05
ADVANCED VISUALIZATION

BIM-GIS 3D Viewer

3D VisualizationUrban PlanningBIM IntegrationGIS MappingSmart Cities
06
GENERATIVE AI TOOL

AI Document Explorer

RAG PipelinesVector DatabasesSemantic SearchDocument IntelligenceKnowledge Management
07
FINTECH

Video Banking App

Mobile BankingVideo VerificationDigital OnboardingKYC ComplianceRemote Banking

Writings & Publications: AI, Data Science, and Enterprise Insights

Building a Full-Stack AI-Powered ERP System with React

A breakdown of a GitHub project that integrates a traditional ERP system with modern AI capabilities using React for the front end and a powerful backend.

Medium

Integrating BIM and GIS: A New Way to Visualize 3D Data

Exploring the powerful combination of Building Information Modeling (BIM) and Geographic Information Systems (GIS) to create advanced 3D visualizations for smart city planning.

Medium

A Data-Driven Framework for Urban Mobility: Real-Time Traffic Analysis in Dubai Using Google Maps API and R

A novel, cost-effective framework for real-time traffic monitoring and analysis leveraging Google Maps API and R to extract high-resolution traffic data.

Portfolio Blog

WhatsApp Chatbot for eCommerce Websites

A practical guide to building and deploying a WhatsApp chatbot for e-commerce, aimed at automating customer service and boosting sales.

Medium

Building a Scalable E-commerce Platform with Next.js and Tailwind CSS

A breakdown of an open-source e-commerce project built using Next.js and Tailwind CSS, perfect for building fast, scalable online stores.

Medium

Whatsapp Bot with VENOM-BOT

A project created to assist in the demands of orders from customers via WhatsApp using Node.js and Venom Bot.

Medium

Enterprise Resource Planning : Start Using Cloud ERP

An overview of Cloud ERP systems, their modules like Sales, Purchase, and Inventory, and how they organize a company's resource utilization.

Medium

Building the Future of Shopping: A Dive into the “Flutter E-Commerce App” Repository

A dive into an open-source Flutter e-commerce app repository that offers a fully functional app with product listings, user authentication, and more.

Medium

Awards & Certifications

Strategic Recognitions

UAE Golden Visa for Persons with Specialized Talents

UAE Government

A prestigious long-term residence visa granted to individuals with exceptional talent and outstanding contributions in their field.

Issued: 2023

Microsoft Most Valuable Professional (MVP)

Microsoft

Recognized as a Microsoft Most Valuable Professional (MVP) in the Award Category 'AI Platform' with a Technology Area focus on 'Azure AI Services'. This honor is awarded to exceptional, independent community leaders who share their expertise, real-world skills, and passion for technology with others. https://mvp.microsoft.com/en-US/MVP/profile/82907406-614d-48e7-8f17-20b092325d57

Issued: 2025

Fellow of the British Computer Society (FBCS)

BCS, The Chartered Institute for IT

The highest grade of membership, reserved for senior IT professionals who have demonstrated eminence, authority, and seniority in the IT industry.

Issued: 2025

Chartered Engineer (CEng)

Institution of Engineering and Technology (IET)

An internationally recognized mark of engineering competence and commitment, demonstrating the ability to develop appropriate solutions to engineering problems.

Issued: 2025

CDMP Certification - Associate

DAMA International

A globally recognized certification for data management professionals, demonstrating expertise in data governance, quality, and architecture.

Issued: Apr 2025

IEEE Senior member

IEEE.org

IEEE.org is the world's largest technical professional organization dedicated to advancing technology for humanity. Through its global community of over 400,000 members across 160+ countries, IEEE provides https://ieee-collabratec.ieee.org/app/p/BibinPrathap1145633

Issued: Apr 2025

Technical & Professional Certifications

Oracle Forms Developer Certified Professional

Oracle

Issued: 2021

Oracle PL/SQL Developer Certified Associate

Oracle

Issued: 2020

OpenHack: DevOps

Microsoft

Issued: 2020

Innovation & Productivity in the Workplace

MACL

Issued: Feb 2022

Professional Development: Continuous Learning in AI & Leadership

A commitment to continuous learning through non-academic courses to stay at the forefront of leadership, communication, and technology, particularly in AI and data science.

Emotional Intelligence in the AI Era

Euromatech
Aug 2025 - Aug 2025

Key Competencies

  • Human-Centric Leadership
  • Digital Empathy
  • AI-Enabled Decision Making
  • Organizational Resilience
  • and Technological Change Management.

Strategic Internal Communication Skills

Glomacs
Sep 2024 - Sep 2024

Key Competencies

  • Strategic Communication Planning
  • Change Management Communication
  • Stakeholder Influence
  • Employee Engagement & Culture Cultivation
  • and Performance Metrics & ROI.

Leadership, Communications & Interpersonal Skills

Glomacs
Aug 2024 - Aug 2024

Key Competencies

  • Advanced Communication
  • Public Speaking
  • Stakeholder Engagement
  • Influence
  • and Persuasion.

Advanced Public Speaking and Presentation Skills

Oxford Management Centre
Nov 2023 - Nov 2023

Key Competencies

  • Advanced Communication
  • Public Speaking
  • Stakeholder Engagement
  • Influence
  • and Persuasion.

Advanced Storylining and Communications

Makeen Advisors
Jul 2023 - Jul 2023

Key Competencies

  • Strategic Communication
  • Narrative Development
  • Data Storytelling
  • and Executive Reporting.

Building an Agile Mindset & Being Agile in the Workplace

Anderson Executive Development Centre
Nov 2022 - Nov 2022

Key Competencies

  • Agile Methodologies
  • Project Management
  • Adaptability
  • Change Management
  • and Team Collaboration.

Improving Organisational Performance through Sustainable Leadership

Anderson Executive Development Centre
Jul 2022 - Jul 2022

Key Competencies

  • Leadership
  • Strategic Planning
  • Organisational Management
  • Performance Improvement
  • and Sustainable Practices.

Innovation & Productivity in the Workplace

Anderson Executive Development Centre
Jun 2022 - Jun 2022

Key Competencies

  • Innovation
  • Creative Problem Solving
  • Personal Effectiveness
  • Productivity Enhancement
  • and Professional Excellence.

Innovating with AI & Data Science: Generative AI, LLMs, and RAG Architectures

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Publication Preview

Dubai Traffic Analysis — Accepted Manuscript

Preview the accepted manuscript directly here, or open the full PDF in a new tab for easy sharing and citation.