AI & LLM Frameworks
The core AI stack for building production AI applications.
- OpenAI GPT-4o
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Claude
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Gemini
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LangChain
- LangGraph
- CrewAI
AWS and Azure AI Deployment Developer UK
I deploy and manage AI models on AWS, Azure, and GCP for UK businesses, handling everything from containerisation
and MLOps pipelines to production monitoring. Scalable,secure, and GDPR compliant cloud AI deployment built by an independent UK specialist.
Ready to build something smart, scalable, and results-driven?
Let’s discuss your AI, automation, or full-stack project and map out the best solution for your business.
- 24hr Response
- GDPR Compliant
- UK Based
- 7+ Years Experience
About me
UK Based AWS and Azure AI Deployment Developer and MLOps Specialist
I am a specialist AWS and Azure AI Deployment Developer based in the UK helping startups and businesses get their AI models out of development and into production properly. I handle everything from containerisation and MLOps
pipelines to cloud infrastructure setup, production
monitoring, and GDPR compliant deployment on AWS,
Azure, and GCP.
- AWS and Azure AI Model Deployment
- MLOps Pipeline Development
- Containerisation and Orchestration
- GDPR Compliant Cloud AI Architecture
1K
Years Of Experience
1K
Project Complete
1%
Client Satisfactions
Sound Familiar? These Are the Problems UK Businesses Tell Me Every Week
These are exactly the problems I solve. Every single day. For UK businesses
❌
AI Models Stuck in Development That Never Reach Production
UK businesses build impressive AI models that never go live because nobody knows how to deploy them properly on cloud infrastructure.
❌
Cloud Infrastructure That Breaks Under Real User Load
UK startups launch AI products on poorly configured cloud infrastructure that crashes the moment real users start using it properly
❌
No Monitoring or Visibility Over Production AI Models
UK businesses run production AI models with zero monitoring in place, having no idea when performance degrades or models start failing
❌
Spiralling Cloud Costs Nobody Can Explain or Control
UK businesses receive enormous AWS and Azure bills every month without understanding what is causing costs to grow so dramatically fast
❌
AI Models Performing Differently in Production Than Development
UK teams build AI models that work perfectly in development but behave completely differently once deployed to real cloud production environments
❌
No Automated MLOps Pipeline Slowing Everything Down
UK AI teams manually retrain, test, and redeploy models every single time without any automated MLOps pipeline speeding the process up
❌
GDPR Risks Around Cloud AI Data Processing
UK businesses deploy AI models on public cloud infrastructure without fully understanding their UK GDPR obligations around data residency and processing compliance.
❌
Multi Cloud Complexity Nobody Internally Understands
UK businesses run AI workloads across AWS, Azure, and GCP simultaneously with no clear architecture strategy or anyone who understands it properly
What Is Cloud AI Deployment?
Building an AI model is only half the job. Getting itrunning reliably in the real world is the other half.Cloud AI deployment is the process of taking your AI model out of development and putting it live on AWS,
Azure, or GCP where real users can actually use it.
That means setting up the right infrastructure,
containerising your model, building monitoring systems, and making sure everything scales properly without breaking or costing a fortune.
What You Get With Cloud AI Deployment? Service
☁️
AWS AI Model Deployment
I deploy your AI models on AWS using SageMaker, EC2, and Lambda for scalable production
🔷
Azure OpenAI Deployment
I deploy and manage AI models on Azure including OpenAI integration for UK businesses reliably
🟢
GCP AI Model Deployment
I deploy your AI models on Google Cloud Platform using Vertex AI and Cloud Run properly
⚙️
MLOps Pipeline Development
I build automated MLOps pipelines managing your model training, testing, and deployment workflows efficiently always.
🐳
Containerisation and Orchestration
I containerise your AI models using Docker and Kubernetes building scalable production ready orchestration layers.
📊
Production Monitoring and Alerting
I set up comprehensive monitoring and alerting systems keeping your production AI models performing reliably always.
💰
Cloud Cost Optimisation
I audit and optimise your AWS, Azure, and GCP infrastructure reducing unnecessary cloud spending significantly.
🛡️
GDPR Compliant Cloud Architecture
Every cloud AI deployment I build meets full UK GDPR and ICO compliance standards throughout.
Tools & Technologies I Work With
Industry-leading AI frameworks, cloud platforms, and full-stack technologies — always using the right tool for the right solution.
Vector DB & Data
High-performance data stores for context-aware applications.
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Pinecone
- ChromaDB
- Weaviate
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MongoDB Atlas
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PostgreSQL
Full Stack Dev
Modern frameworks for scalable, reactive web applications.
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React.js
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Next.js
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Node.js
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Express.js
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Python
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FastAPI
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TypeScript
Cloud & DevOps
Scalable infrastructure and deployment pipelines.
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AWS
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Azure
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GCP
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Docker
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Vercel
Automation
Connecting apps and automating workflows efficiently.
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n8n
- Make
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Zapier
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HubSpot
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Salesforce
My Process
How I Build Cloud AI Deployment Services
How I Build Cloud AI Deployment Services
My Proven 4-Step Process
A transparent, structured approach so you always know what's happening and when.
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Free Discovery Call
Day 1We talk through your business, your customers, and exactly what you need. No sales pressure. Just honest advice.
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Strategy & Architecture
Days 2–3I design the conversation flows, data sources, and technical plan — shared with you for approval before any build.
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Build, Train & Test
Weeks 1–3Full development, AI training on your data, integration, and thorough testing before anything touches your customers.
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Launch & Handover
Week 3+Live deployment, full documentation, team walkthrough, and 30 days of post-launch support included.
Sectors I Serve Across the UK
Startups & Scale-ups
Rapid MVP development and AI-powered products built for UK startups ready to grow fast.
Fintech & Financial
Fraud detection, risk scoring, automated trading, and AI-powered financial analytics for UK finance firms.
Healthcare & MedTech
GDPR-compliant AI tools for patient management, clinical workflow automation, and medical data analysis.
E-Commerce & Retail
AI product recommendations, dynamic pricing, intelligent search, and customer personalisation for UK online stores.
Legal & LawTech
Contract review, document analysis, and legal research automation for UK law firms and consultancies.
Enterprise & Corporate
Large-scale AI integration, CRM automation, and intelligent workflow systems for UK enterprises.
Real Estate & PropTech
AI-powered property valuation, lead automation, and smart search platforms for UK property businesses.
Logistics & Supply Chain
Route optimisation, predictive inventory management, and supply chain intelligence for UK logistics firms.
Education & EdTech
Personalised learning platforms, AI tutors, and automated assessment tools for UK education providers.
Manufacturing & Industry 4.0
Predictive maintenance, quality control automation, and smart production systems for UK manufacturers.
Cybersecurity
AI-powered threat detection, anomaly monitoring, and intelligent security systems for UK organisations.
Marketing & Advertising
AI content generation, campaign automation, customer segmentation, and predictive analytics for UK agencies.
Energy & CleanTech
AI-powered energy management, demand forecasting, and sustainability analytics for UK green energy firms.
Automotive & Transport
Autonomous systems, fleet management AI, and driver behaviour analytics for UK transport companies.
Gaming & Entertainment
AI-driven game mechanics, personalised content, and intelligent user experience platforms for UK studios.
Hospitality & Travel
Booking automation, personalised guest experiences, and AI-powered customer support for UK hospitality brands.
Insurance & InsurTech
Risk assessment automation, fraud detection, and AI-driven claims processing for UK insurance firms.
Biotech & Pharmaceuticals
Drug discovery support, clinical data analysis, and research automation for UK life sciences companies.
Public Sector & Government
Secure, compliant AI solutions for data analysis, citizen services, and administrative automation in UK public services.
HR & Recruitment
AI-powered candidate screening, interview analysis, and talent matching platforms for UK hiring teams.
Stop Keeping Your AI in Development Let's Get It Into Production
Too many UK businesses have working AI models sitting idle in development because nobody knows how to get them into production properly. Every day that model sits unused is a day your competitors are shipping, scaling, and pulling ahead of you.
Whether you need an AI model deployed on AWS, Azure, or GCP, an automated MLOps pipeline built from scratch, or your existing cloud infrastructure optimised and GDPR compliant, I am available for freelance and contract work across the UK. Let’s get your AI live
Clients Testimonials
What UK Clients Say About Working With Me
Real results from real UK businesse no made-up reviews, no agency fluff. Just honest feedback from clients who trusted me to build their AI solutions from scratch.
We had a working AI model sitting in a Jupyter notebook for four months that nobody could get into production. He deployed it on AWS SageMaker in two weeks with full monitoring in place. Finally live and running without issues
Our Azure infrastructure was costing us three times what it should because nobody had set it up properly. He audited everything, restructured our cloud architecture, and cut our monthly bill by almost 40 percent within the first month.
We had zero visibility over what our production AI model was actually doing. No monitoring, no alerting, nothing. He built a full observability stack in one week. We now know immediately when anything behaves unexpectedly in production
Our chatbot now handles client intake automatically. What took our team two hours daily happens instantly. Faizan genuinely transformed our workflow.
We were getting enormous AWS bills every month with no explanation. He came in, audited our entire cloud spend, identified three major inefficiencies, and reduced our costs by over £8,000 per month. Paid for himself immediately.
GDPR was blocking our entire cloud deployment strategy because we could not confirm where our training data was being stored. He restructured our GCP architecture to meet full ICO requirements. Our legal team approved it within 48 hours
We were manually retraining and redeploying our model every time we had new data. Took two days each time. He built an automated MLOps pipeline on Azure that handles the entire process automatically now. Saves us days every month
Honest answers about cloud AI deployment and how I work
Which cloud platforms do you deploy AI models on?
AWS, Azure, and GCP primarily. Each project gets the right platform for its specific needs. If you are already committed to one platform I work with whatever you have in place without any disruption.
Our AI model works in development but fails in production can you fix it?
Yes and this is one of the most common problems I solve. Development and production environments behave very differently. I containerise, configure, and stress test everything properly so your model performs consistently under real production traffic.
How do you keep our cloud AI costs under control?
I audit your infrastructure before touching anything and identify exactly where money is being wasted. Proper containerisation, auto scaling, and resource configuration typically reduce cloud costs significantly without any compromise on performance or reliability.
Is our data safe and GDPR compliant on cloud platforms?
Always. Every cloud deployment I build follows UK GDPR and ICO standards from day one. Data residency, access controls, and processing compliance are all addressed upfront before a single resource gets provisioned in your cloud environment.