Muhammad Husnain AliAI Engineer & AI Solution ArchitectAgentic AI · Azure AI Foundry · Copilot Studio · RAG & Data Pipelines
Lahore, Pakistan, delivering across UAE & GCC
AI Engineer and AI Solution Architect delivering enterprise grade Generative AI for UAE energy, banking and government sectors. 4+ years building agentic AI systems, RAG pipelines, Azure AI Foundry and Copilot Studio agents, and event driven data platforms, shipped to Fertiglobe, RTA, TAQA, First Abu Dhabi Bank and Dubai Islamic Bank.
- 25+
- Agentic AI systems
- $50M+
- Revenue impact
- 1000+
- Users served
- 73%
- RAG latency cut
Live: orchestrator delegating to scoped sub-agents
Production stack
- Azure AI Foundry
- Microsoft Copilot Studio
- LangGraph
- LangChain
- CrewAI
- MCP (Model Context Protocol)
- A2A (Agent-to-Agent)
- Azure OpenAI
- Microsoft Fabric
- Azure AI Search
- Neo4j Knowledge Graphs
- Text-to-SQL
- Apache Kafka
- Azure Event Hubs
- Azure Kubernetes Service
- Helm
- FastAPI
- PostgreSQL
- Redis
- Langfuse
- Azure DevOps
- PyTorch
- Hugging Face
- YOLO
Muhammad Husnain Ali works with Azure AI Foundry, Microsoft Copilot Studio, LangGraph, LangChain, CrewAI, MCP (Model Context Protocol), A2A (Agent-to-Agent), Azure OpenAI, Microsoft Fabric, Azure AI Search, Neo4j Knowledge Graphs, Text-to-SQL, Apache Kafka, Azure Event Hubs, Azure Kubernetes Service, Helm, FastAPI, PostgreSQL, Redis, Langfuse, Azure DevOps, PyTorch, Hugging Face, YOLO.
Enterprise AI, shipped to production
AI Engineer and AI Solution Architect building agentic systems, Azure AI Foundry and Copilot Studio agents, RAG platforms and Microsoft Fabric data pipelines for UAE and GCC enterprises.
- USD 50M+
- Revenue impact delivered
- 300,000+
- Legal cases indexed
- 500+
- DB tables via text-to-SQL
- 1500+
- Connectors on NovaFloat
- 95-98%
- Evaluation accuracy
- 65%+
- Cross-dept productivity
I'm an AI Engineer and AI Solution Architect with 4+ years of experience designing and deploying production grade Generative AI for enterprise clients across the UAE and GCC.
I've shipped 25+ agentic AI systems for energy, banking, legal and government clients, including Fertiglobe, RTA, TAQA, First Abu Dhabi Bank and Dubai Islamic Bank, and pioneered production use of MCP (Model Context Protocol) and A2A (Agent-to-Agent) for secure, interoperable multi-agent systems.
“I don't just prototype AI systems, I ship them to production, where they serve real users at enterprise scale.”
Agentic AI & Multi-Agent Orchestration
Orchestrator agents delegating to scoped sub-agents on LangGraph, CrewAI and A2A, with MCP tool servers and tool-level guardrails
Azure AI Foundry & Copilot Studio
Foundry Agent Service, structured JSON outputs, evaluation agents and grounded Copilot Studio agents deployed to Teams and Dynamics 365
RAG, Text-to-SQL & Knowledge Graphs
Multilingual RAG, hybrid search on Azure AI Search, Neo4j knowledge graphs and text-to-SQL across 500+ enterprise tables
Data Pipelines & Solution Architecture
Microsoft Fabric lakehouse ETL, Delta tables, Kafka / Azure Event Hubs event streaming and AKS microservices shipped with Helm
Technical skills92/92
Generative AI & Agentic Systems
- Generative AI4+
- Large Language Models (LLM)4+
- Agentic AI2+
- Multi-Agent Orchestration2+
- Sub-Agents & Skills2+
- Harness Engineering1+
- Context Engineering2+
- Prompt Engineering3+
- Retrieval-Augmented Generation (RAG)3+
- Guardrails2+
- Fine-Tuning3+
- LoRA / QLoRA2+
- Embeddings & Semantic Search3+
LLM Stack & Frameworks
- LangChain3+
- LangGraph2+
- CrewAI2+
- Microsoft Copilot Studio2+
- Azure AI Foundry Agent Service2+
- Azure OpenAI2+
- GPT-4o / GPT-4.12+
- Claude2+
- LLaMA2+
- Hugging Face Transformers3+
- BERT3+
Solution Architecture
- Event-Driven Architecture2+
- Microservices Architecture3+
- Modern Monolith Architecture2+
- Apache Kafka2+
- Azure Event Hubs2+
- Enterprise Solution Design2+
- Distributed Systems2+
- System Design3+
- API Design4+
Cloud, Infrastructure & MLOps
- Microsoft Azure4+
- Azure AI Foundry2+
- Azure Machine Learning2+
- Azure Container Apps2+
- Azure Functions2+
- Azure Cosmos DB2+
- Azure Kubernetes Service (AKS)2+
- Helm1+
- Kubernetes2+
- Docker3+
- AWS2+
- Azure DevOps2+
- CI/CD3+
- MLOps / LLMOps2+
- MLflow2+
Data Engineering & Analytics
- Microsoft Fabric2+
- ETL / ELT Pipelines4+
- Delta Tables2+
- Azure Data Factory2+
- Lakehouse & Data Warehouse2+
- SQL4+
- Text-to-SQL2+
- PySpark2+
- Power BI2+
Vector Databases & Knowledge Graphs
- Azure AI Search2+
- Pinecone2+
- FAISS3+
- Chroma2+
- Weaviate1+
- Qdrant1+
- Neo4j & Knowledge Graphs2+
- Hybrid Search2+
Protocols, Integrations & AI Governance
- MCP (Model Context Protocol)2+
- A2A (Agent-to-Agent)1+
- REST APIs4+
- GraphQL2+
- OAuth 2.03+
- Microsoft Entra ID2+
- Access Control (RBAC)2+
- Evaluation & Grounding2+
- Responsible AI2+
- Data Governance & Auditability2+
- Langfuse (Tracing & Monitoring)1+
- HubSpot CRM1+
- SharePoint & MS Teams2+
Backend, ML & Computer Vision
- Python4+
- FastAPI3+
- PyTorch3+
- TensorFlow3+
- Machine Learning4+
- Deep Learning3+
- Natural Language Processing (NLP)4+
- PostgreSQL3+
- Redis2+
- YOLO Object Detection2+
- OCR & Document Extraction2+
- Image Preprocessing2+
- Signature Matching1+
- Azure VNet & API Management1+
Core competencies
- Enterprise Solution Architecture
- Production Grade AI Systems
- AI Governance & Guardrails
- Evaluation Driven Delivery
- Event Driven & Microservices Design
- Data Pipeline Engineering
- Observability & LLMOps
- Stakeholder & Client Delivery
Key achievements
- Delivered 25+ production agentic AI systems across legal, banking, energy and government domains for UAE/GCC enterprise clients.
- Drove USD 50M+ revenue impact and saved 1000+ engineering hours annually through the Data2Decisions multi-agent platform.
- Achieved 95% extraction and 98.75% evaluation accuracy on the Fertiglobe Microsoft Fabric extraction pipeline via schema-governed evaluation agents.
- Cut multilingual RAG latency by 73% (15s to 4s) for 1000+ government users on the RTA Mahboob platform.
- Pioneered production MCP and A2A adoption with tool- and agent-level governance guardrails for secure, auditable multi-agent systems.
- Architected event-driven, microservices and modern-monolith systems for enterprise and banking workloads on Kafka / Event Hubs, shipped to AKS via Helm with private networking.
Industries served
Banking / FinTech
Dubai Islamic Bank, First Abu Dhabi Bank
Government
RTA UAE, Data2Decisions
Energy
Fertiglobe UAE: DOA, VAT, CFO Digest
Legal Tech
LawGPT: 300K+ cases indexed
Healthcare
MedConverse, HealChat
HR Tech
AI screening, email automation
Enterprise Productivity
NovaFloat: 1500+ connectors
Mobility & Transport
Tanzim driver support automation
Education
Bachelor of Science (B.Sc.) in Computer Science
Superior University, Lahore, Pakistan
CGPA 3.65 / 4.0
Focus on Artificial Intelligence, Machine Learning, Deep Learning and LLM fine-tuning.
Certifications
- Microsoft Copilot Studio & Azure AI
- LangChain & LangGraph: Agentic AI
- Azure AI: Cloud-Native Architecture
- Prompt Engineering & LLM Optimization
- AWS Certified Machine Learning Engineer Associate (MLA-C01), expected Q3 2026
Professional Experience
Four years of shipping enterprise Generative AI, from ML pipelines to multi-agent architecture for UAE and GCC clients.
AI / ML Engineer & AI Solution Architect
DigiFloat
Architect and ship enterprise Generative AI for UAE energy, banking and government clients. Built 25+ agentic AI systems on LangChain, LangGraph, Azure AI Services and Copilot Studio, and architect platforms end to end across event-driven, microservices and modern-monolith designs deployed on AKS with Helm charts.
Key achievements
- Built 25+ agentic AI systems for enterprise Law, Data and UAE/GCC clients using LangChain, LangGraph, Azure AI Services and Copilot Studio
- Pioneered production use of MCP (Model Context Protocol) and A2A (Agent-to-Agent) for secure, interoperable multi-agent systems
- Set up MLOps on Azure DevOps with CI/CD and model versioning; deployed across Container Apps, Functions and AI Foundry, with Langfuse for observability
- Delivered USD 50M+ revenue impact and 1000+ engineering hours saved annually via the Data2Decisions multi-agent platform
- Cut multilingual RAG latency 73% (15s to 4s) for 1000+ government users on RTA Mahboob, with text-to-SQL over 500+ tables
- Reached 95% extraction and 98.75% evaluation accuracy on the Fertiglobe Microsoft Fabric policy extraction pipeline
Stack
Machine Learning & AI Engineer
Vector AI Lab
Delivering AI/ML, agentic AI and data science solutions for enterprise clients, with a focus on NLP, computer vision and predictive modelling.
Key achievements
- Delivered 30+ AI/ML projects across NLP, computer vision and predictive modelling
- Built and deployed 10+ agentic AI, RAG and fine-tuning pipelines for diverse client use cases
- Engineered NLP solutions including text classification, sentiment analysis and conversational agents
- Developed computer vision systems for image recognition and real-time object detection
- Designed automated ETL pipelines, improving client operational efficiency by 60%
Stack
Data Scientist / ML Engineer
Swift Solver
Built end-to-end ML pipelines across 50K+ records and fine-tuned small language models with LoRA/QLoRA, alongside NLP classification and sentiment pipelines with automated retraining.
Key achievements
- Built end-to-end ML pipelines across 50K+ records
- Fine-tuned SLMs with LoRA/QLoRA for a 25% accuracy gain
- Built NLP classification and sentiment pipelines using Transformers and BERT
- Set up model versioning, experiment tracking and automated retraining
Stack
Python Developer / AI Engineer
Pure Logics
Fine-tuned GPT-3.5-turbo via the OpenAI API for a 40% accuracy gain and built preprocessing pipelines across 100K+ documents, shipping FastAPI and Streamlit apps to production.
Key achievements
- Fine-tuned GPT-3.5-turbo via OpenAI API with a 40% accuracy gain
- Built preprocessing pipelines across 100K+ documents
- Shipped FastAPI and Streamlit apps in production with auth, rate limits and logging
- Applied few-shot and chain-of-thought prompting to lift task accuracy
Stack
Featured AI Projects21
Agentic AI platforms, Azure AI Foundry and Copilot Studio agents, multilingual RAG, text-to-SQL and Microsoft Fabric data pipelines, delivered to production for UAE and GCC enterprises in energy, banking, legal and government.
Data2Decisions: Enterprise Data Intelligence Platform
Multi-agent text-to-insight platform built around a central orchestrator coordinating 10+ scoped sub-agents over 25+ structured connectors and a knowledge-graph layer.
NovaFloat: Enterprise AI Productivity Platform
AI platform unifying 1500+ prebuilt connectors, UI-attached custom MCP servers and a visual workflow builder, delivering a 65%+ productivity lift across departments.
RTA Mahboob: Multilingual RAG & Text-to-SQL Platform
Bilingual EN/AR RAG for 1000+ UAE government users with text-to-SQL over 500+ tables, cutting latency 73%, from 15s to 4s.
Cheque Clearance Automation for First Abu Dhabi Bank
Event-driven cheque clearance on Kafka / Azure Event Hubs, covering preprocessing, YOLO detection, OCR and signature matching through microservice consumers.
Plutus: Conversational Banking Agent for Dubai Islamic Bank
Conversational banking agent for balances, transfers and beneficiaries, with core banking APIs wrapped in a custom MCP server behind layered guardrails.
LawGPT: Legal AI Platform for Lawyers & Judges
Legal AI platform for lawyers and judges, covering legal chat, document drafting and analysis over 300,000+ indexed cases via an orchestrator agent.
Full project index: all 21 production AI engagements
Data2Decisions: Enterprise Data Intelligence Platform
Enterprise AI · Enterprise Data Intelligence
Multi-agent text-to-insight platform built around a central orchestrator coordinating 10+ scoped sub-agents over 25+ structured connectors and a knowledge-graph layer.
Azure AI Foundry · Azure AI Search · Neo4j · Knowledge Graphs · LangChain · LangGraph
NovaFloat: Enterprise AI Productivity Platform
Enterprise AI · Enterprise Productivity
AI platform unifying 1500+ prebuilt connectors, UI-attached custom MCP servers and a visual workflow builder, delivering a 65%+ productivity lift across departments.
Python · FastAPI · Model Context Protocol (MCP) · Harness Engineering · Microsoft Entra ID OAuth · PostgreSQL
RTA Mahboob: Multilingual RAG & Text-to-SQL Platform
Government Tech · Government: Roads & Transport Authority (UAE)
Bilingual EN/AR RAG for 1000+ UAE government users with text-to-SQL over 500+ tables, cutting latency 73%, from 15s to 4s.
LangChain · LangGraph · Azure AI Foundry · Docker · FastAPI · RAG
Cheque Clearance Automation for First Abu Dhabi Bank
FinTech · Banking: First Abu Dhabi Bank (UAE)
Event-driven cheque clearance on Kafka / Azure Event Hubs, covering preprocessing, YOLO detection, OCR and signature matching through microservice consumers.
Python · Azure Kubernetes Service · Apache Kafka · PostgreSQL + pgvector · Azure OpenAI (GPT 4o Vision) · Azure AI Document Intelligence
Plutus: Conversational Banking Agent for Dubai Islamic Bank
FinTech · Islamic Banking: Dubai Islamic Bank (UAE)
Conversational banking agent for balances, transfers and beneficiaries, with core banking APIs wrapped in a custom MCP server behind layered guardrails.
LangChain · LangGraph · LLM · Azure · Azure AI Foundry · FastAPI
LawGPT: Legal AI Platform for Lawyers & Judges
Legal Tech · Law Firms (Pakistan)
Legal AI platform for lawyers and judges, covering legal chat, document drafting and analysis over 300,000+ indexed cases via an orchestrator agent.
LangChain · LangGraph · CrewAI · Azure AI Search · AI Agents · FastAPI
AI Data Quality Engine for Enterprise Material Master
Data Governance · Fertilizer & Clean Ammonia (Enterprise)
Production Azure platform that cleans hundreds of thousands of legacy SAP material records - AI shortening, taxonomy classification and governed abbreviations behind a private, zero secret architecture.
Python · FastAPI · SQLModel · OpenAI Agents SDK · Azure OpenAI (GPT 4.1) · PostgreSQL 16
Tanzim: AI Driver Support & CRM Automation
Enterprise AI · Mobility & Ride Hailing (UAE)
AI support platform resolving driver tickets across 5-6 workflows, with autonomous email replies with confidence-based escalation into HubSpot CRM.
Python · FastAPI · LangGraph · LangChain · Azure OpenAI · Model Context Protocol (MCP)
CFO Digest: Weekly Market Intelligence Pipeline
Financial Intelligence · Fertilizer & Clean Ammonia (Enterprise)
Automated multi-stage AI + data pipeline, scrape to email, running Serper into a Fabric warehouse, agent narratives, evaluation agent, weekly Power BI PDF.
Microsoft Fabric · Azure AI Foundry Agent Service · Azure OpenAI (GPT 4.1) · Microsoft Copilot Studio · Fabric Data Agent · Python
Chest Doctor: AI-Powered Medical Diagnosis Platform
Medical AI · Healthcare Technology
Full-stack medical AI application combining DenseNet-201 chest X-ray classification (95% accuracy) with multi-agent RAG chatbot for healthcare professionals.
Python · PyTorch · DenseNet-201 · ONNX · FastAPI · LangChain
Enterprise AI Document Automation Platform
AI Automation · Energy Sector
AI powered document automation platform eliminating manual email attachment processing with 95% error reduction.
AI Agents · Azure AI Foundry · Azure Functions · Azure Logic Apps · Python · Azure DevOps
Fabric Policy Extraction Pipeline for Fertiglobe
Document AI · Fertilizer & Clean Ammonia (Enterprise)
End-to-end Microsoft Fabric pipeline extracting 40+ structured fields from policy PDFs into Delta tables, at 95% extraction and 98.75% evaluation accuracy.
Azure AI Foundry Agent Service · Azure OpenAI · Microsoft Fabric · Python · Pydantic · Structured JSON Output
AI Email to Quotation Automation Platform
AI Automation · B2B Distribution & Industrial Products
Agentic platform that reads inbound B2B inquiries from Outlook, extracts the requirement, matches a vector indexed product catalogue and drafts a priced quotation - inbox to quote with no manual keying.
Python · FastAPI · LangChain · Azure OpenAI (GPT 4o) · Qdrant · Microsoft Graph API
CFO Board Agent for Fertiglobe
Enterprise AI · Fertilizer & Clean Ammonia (Enterprise)
Board-level Copilot Studio agent distilling source content into concise 3-line briefs on secure document grounding, at 87% evaluation accuracy.
Microsoft Copilot Studio · Azure AI Foundry · Azure AI Search · Azure OpenAI · RAG · Structured Instruction Engineering
DOA: Delegation of Authority Agent for Fertiglobe
Enterprise AI · Fertilizer & Clean Ammonia (Enterprise)
Copilot Studio policy Q&A over colour-coded DOA documents, where a preprocessing pipeline converts colour semantics to Markdown. 95% on 200+ eval cases.
Microsoft Copilot Studio · Azure AI Foundry · Azure AI Search · SharePoint · RAG · Structured Instruction Engineering
AI Agentic HR Interview Screening System
HR Tech · Recruitment Technology
AI driven screening system with autonomous question generation and AI detection fairness logic for candidate assessment.
AI Agents · FastAPI · Docker · Vite · React · Azure
Plant Operations Email to Metrics Agent
Document AI · Fertilizer & Clean Ammonia (Enterprise)
Extraction agent parsing free form daily plant status emails into a fixed 24 field JSON schema for operations reporting, validated against a purpose built 50 sample golden dataset.
Azure AI Foundry Agent Service · Azure OpenAI · Structured Outputs · Foundry Evaluation · Python · Microsoft 365
Multi Agent Branded Presentation Generator
AI Automation · Fertilizer & Clean Ammonia (Enterprise)
Multi agent pipeline turning a Word specification document into a fully branded PowerPoint deck, publishing it to SharePoint and returning a shareable link.
Microsoft Copilot Studio · Azure AI Foundry · Microsoft Graph API · Python · python-pptx · python-docx
UAE VAT Advisory Agent for Fertiglobe
Regulatory AI · Fertilizer & Clean Ammonia (Enterprise)
FTA-reference, amendment-aware tax guidance grounded on curated FTA sources, deployed to Microsoft Teams, at 98% accuracy across 100+ eval cases.
Microsoft Copilot Studio · Azure AI Search · Azure OpenAI · Dynamics 365 Omnichannel · RAG · Structured Instruction Engineering
AI-Powered Personalized Diet Plan Generator
Health Tech · Nutrition & Wellness
Multi-agent AI system generating personalized diet plans in under 10 seconds using RAG over 1000+ indexed nutrition books.
LangChain · Multi-Agent Systems · Qdrant · FastAPI · RAG · Vector Databases
AI Powered Blog Generation Platform
Content Generation · SaaS / Content Creation
Fully automated blog creation platform using multi agent orchestration for topic to publication content generation.
React · FastAPI · AI Agents · Multi Agent Orchestration · Python · Microsoft Azure
Interested in collaborating?
I build enterprise-grade AI systems that serve real users at scale. Let's discuss your next AI project.
Frequently Asked Questions
Hiring an AI Engineer or AI Solution Architect: what I build, which platforms I work on, and the results delivered.
Who is Muhammad Husnain Ali?
Muhammad Husnain Ali is an AI Engineer and AI Solution Architect based in Lahore, Pakistan, with 4+ years of experience delivering enterprise-grade Generative AI for UAE energy, banking and government clients including Fertiglobe, RTA, TAQA, First Abu Dhabi Bank and Dubai Islamic Bank.
What AI engineering services does he offer?
Agentic AI and multi-agent orchestration, RAG platforms, Azure AI Foundry and Microsoft Copilot Studio agents, MCP (Model Context Protocol) tool servers, text-to-SQL over enterprise databases, Microsoft Fabric data pipelines, LLM fine-tuning, MLOps on Azure DevOps, and event-driven architecture on Kafka and Azure Event Hubs.
Which technologies and cloud platforms does he specialise in?
LangChain, LangGraph, CrewAI, Azure AI Foundry Agent Service, Microsoft Copilot Studio, Azure OpenAI, GPT-4o, Azure AI Search, Neo4j knowledge graphs, Microsoft Fabric, Python, FastAPI, PostgreSQL, Redis, Docker, Azure Kubernetes Service with Helm, and Langfuse for observability.
Is he available for hire or contract AI projects?
Yes. He takes on AI engineering and AI solution architecture work for clients in Pakistan, the UAE, Saudi Arabia and the wider GCC, as well as fully remote engagements worldwide.
What measurable results has he delivered?
USD 50M+ revenue impact and 1000+ engineering hours saved annually via the Data2Decisions multi-agent platform, a 73% RAG latency reduction (15s to 4s) for 1000+ government users on RTA Mahboob, 95% extraction and 98.75% evaluation accuracy on a Microsoft Fabric extraction pipeline, and a 65%+ productivity lift from the NovaFloat platform.
What does he build with Azure AI Foundry and Copilot Studio?
Azure AI Foundry agents with JSON-schema structured outputs and dedicated evaluation agents for document extraction, and grounded Copilot Studio agents deployed to Microsoft Teams and Dynamics 365, including board-level executive briefing agents, UAE VAT advisory agents and Delegation of Authority governance assistants, each with its own evaluation harness.
Let's build something
Hiring an AI Engineer or AI Solution Architect? I build production-grade agentic AI, RAG platforms, Azure AI Foundry and Copilot Studio agents, and Microsoft Fabric data pipelines. Available for projects across Pakistan, the UAE, Saudi Arabia and remote.
Contact Information
Location
Lahore, Pakistan, delivering across UAE & GCC
Available for remote work