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
Is Your AI Model Too Slow , Too Expensive, or Too Unreliable? Let's Fix That.
I help UK startups and SMEs get more out of the AI they have already built. Faster responses, lower inference costs, and production stability that actually holds under real load. No bloated agency teams. No unnecessary rebuilds. Just focused, expert optimisation work that delivers measurable results.
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 AI Model Performance Optimisation Developer and LLM Efficiency Specialist
I am a UK based AI developer specialising in making AI models faster, cheaper, and more reliable in production. I work with UK startups and SMEs to
reduce LLM latency, cut inference costs, and resolve performance issues that are holding their AI back.
- AI Model Performance Optimisation
- LLM Latency and Inference Cost Reduction
- Model Benchmarking and Evaluation
- GDPR Compliant AI Performance 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
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AI Model Too Slow for Real Users
Your AI model worked fine in testing but real users are experiencing frustrating delays that are damaging trust and killing product adoption.
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AI Performing Differently in Production
Your model behaves perfectly in development but produces inconsistent and unreliable outputs the moment real production traffic starts hitting it.
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No Visibility Over AI Model Performance
There are no benchmarks, no monitoring, and no alerts in place so performance problems only get discovered after users have already complained.
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LLM Responses Inaccurate Under Load
Response quality drops noticeably when the system is under pressure meaning users get worse answers exactly when your product needs to perform best.
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Model Too Large to Scale Cost Effectively
The model is far too heavy for the infrastructure it runs on making scaling expensive and operationally painful every time user demand increases.
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No GDPR Compliant Optimisation Process
Performance improvements are being made without any proper GDPR controls meaning sensitive business data is being handled without adequate compliance protection.
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Internal Team Lacks Optimisation Expertise
Your developers are skilled but AI model optimisation is a specialist discipline and nobody internally has the specific experience needed to fix it properly.
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Inference Costs Spiralling Out of Control
Every API call is burning through budget faster than expected and nobody on the team knows exactly where all that money is going.
What Is AI Model Performance Optimisation
AI model performance optimisation is the process of making your existing AI models faster, cheaper, and
more reliable in production. Rather than rebuilding from scratch, an AI model performance optimisation developer analyses where your model is losing speed, wasting tokens, or producing inconsistent outputs and fixes those problems directly.
What You Get With AI Model Performance Optimisation Service
⚡
LLM Latency Optimisation
I reduce LLM response times so your users get fast, reliable answers every single time they ask.
💰
AI Inference Cost Reduction
I cut the cost of every API call without sacrificing the output quality your users expect.
🗜️
Model Quantisation and Pruning
I make your model leaner and faster without losing the accuracy your product depends on.
🧪
Prompt Optimisation and Engineering
I refine your prompts so your model produces more accurate and consistent outputs every time.
📊
Production Monitoring and Alerting
I set up real time monitoring so performance problems get caught before your users notice them.
🏗️
AI Performance Architecture Review
I audit your entire AI setup and identify every bottleneck that is slowing your system down.
🔒
GDPR Compliant Optimisation Process
I optimise your AI models while keeping all data handling fully compliant with UK GDPR standards.
🔬
Model Benchmarking and Evaluation
I test and measure your model properly so you know exactly where performance is falling short.
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 AI model performance optimisation
How I Build AI model performance optimisation
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.
Is Your AI Model Costing You More Than It Should? Let's Change That.
I work with UK startups and SMEs who have already
built AI but are not getting the performance they paid for. Whether your model is too slow, too
expensive, or too unreliable in production I can identify exactly what is wrong and fix it fast.
No lengthy agency onboarding. No unnecessary rebuilds. Just focused AI model performance optimisation work from a UK based specialist who understands both the technical and commercial pressures your business
is actually facing every single day in production.
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.
Our LLM response times were completely unacceptable in production. Within two weeks the latency was cut by more than half and our inference costs dropped significantly. Genuinely impressive and focused work.
We had no idea why our AI feature was so slow until we got a proper benchmarking audit. The optimisation work was methodical, clearly explained, and delivered exactly the results we needed.
Cloud costs were spiralling and we could not explain why. The inference cost reduction work saved us thousands every month and the model actually performs better than it did before.
Our model was behaving inconsistently under load and we had zero monitoring in place. Both problems got solved properly. Production is stable and we finally have full visibility over performance.
The prompt optimisation work alone made a noticeable difference to output quality. Paired with the quantisation work the whole system runs faster and costs far less than it did previously.
We needed GDPR compliant optimisation and most developers we spoke to ignored that requirement completely. This was handled properly from day one without any compromise on performance results.
The full architecture review uncovered three separate bottlenecks nobody on our team had spotted. Every single one got fixed and the improvement to production stability was immediately noticeable.
My Resume
Professional Solutions For Your Digital Product Design and development
What types of AI models do you optimise?
Primarily LLMs and generative AI models running in production environments. This includes OpenAI, Claude, Mistral, and LLaMA based systems as well as custom fine tuned models. If your model is underperforming in production I can assess it and build a clear optimisation plan.
Will optimisation change how my AI model behaves for users?
The goal is always to make outputs faster and more consistent without changing what your users experience in a negative way. In most cases response quality actually improves alongside speed because prompt optimisation and benchmarking are part of the process from the start.
How long does AI model performance optimisation typically take?
It depends on the complexity of your setup but most projects start with a benchmarking and architecture review in the first week. From there optimisation work is prioritised by impact so you start seeing measurable improvements quickly rather than waiting for a long delivery cycle.
Is the optimisation process safe for our business data under UK GDPR?
Yes. Every engagement follows UK GDPR and ICO standards from the very first call. Data handling, access controls, and processing boundaries are agreed and documented before any optimisation work begins so your business stays fully compliant throughout the entire process.