Data Too Sensitive for Public AI APIs
Legal, health and financial data often cannot be sent to third parties. A private model keeps it on servers you control.
LLM DEVELOPMENT · UK
Open-Source LLM Implementation in the UK
Open-source models such as Llama, Mistral, Qwen and Gemma can run on your own cloud account or hardware, so your data never goes to an outside AI provider. We set them up, secure them and keep them running for organisations in Milton Keynes, Bedford, Manchester and beyond.
- UK GDPR compliant
- Works with your tools
- You own the code
REAL CLIENT RESULTS
Trusted by UK Businesses Using Our Open-Source LLM Implementation
Numbers from projects we have delivered for UK businesses, from recruitment and accountancy to solar energy and field service software.
58%Less screening timeRecruitment
97%Faster lead responseSolar energy
72%Less time chasing recordsAccountancy
8 wksFrom notes to launchField service software
Areas we cover
Based in Milton Keynes, building AI for businesses nearby in Bletchley, Wolverton, Newport Pagnell, Stony Stratford, Buckingham, Bedford, Northampton and Olney, and across the UK in London, Birmingham, Manchester, Leeds, Liverpool and Lichfield.
IN PLAIN ENGLISH
What Is Open-Source LLM Implementation – and What We Do Differently
Open-source LLM implementation means choosing an openly licensed model and running it on infrastructure you control. You get privacy and predictable costs, but you take on hosting. We size the hardware realistically, compare open models with commercial ones on your tasks, and are honest when a commercial API would serve you better.
SOUND FAMILIAR?
Business Problems Our Open-Source LLM Implementation Solves
Per-Request Costs That Grow Every Month
At high volume, API bills add up. A self-hosted model costs the same whether you use it lightly or heavily.
Dependence on One Provider’s Terms and Prices
Providers change prices, models and policies. An open model you host cannot be withdrawn or repriced.
Confusion About Hardware and Licences
Which model, which GPU, which licence allows commercial use? We answer those questions before you spend on hardware.
WHAT WE BUILD
Our Open-Source LLM Implementation Services
Model Selection & Licence Review
Open models compared on your tasks, with licence terms checked for commercial use.
Private Cloud Deployment
Models deployed on AWS, Azure or Google Cloud GPUs in UK or EU regions.
On-Premise Deployment
Models running on your own hardware, fully offline if needed.
Inference Optimisation
vLLM, quantisation and batching to serve more users on less hardware.
OpenAI-Compatible API
Your private model exposed through a standard API, so existing tools work with it.
Private RAG with Open Models
Document search and answering where neither documents nor questions leave your network.
Fine-Tuning Open Models
Open models trained on your examples for specialist tasks.
Monitoring & Updates
GPU usage, speed and quality monitored, with model upgrades when better versions arrive.
Find Out What AI Can Automate in Your Business
A free audit shows the tasks worth automating first, with the hours each one should save.
WHO USES IT
Open-Source LLM Use Cases by Department
Open-Source LLM for Sales Teams
Proposal drafts, call notes and follow-up emails written by a language model that knows your products and tone.
Open-Source LLM for Marketing Teams
Product descriptions, ad variations and content briefs produced in your brand voice and checked before they go out.
Open-Source LLM for Customer Support
Ticket sorting, reply drafts and sentiment tagging, so urgent and unhappy customers reach a person first.
Open-Source LLM for Operations & Admin
Long reports, emails and forms summarised into the few lines a manager needs to make a decision.
Open-Source LLM for Finance & Reporting
Contracts and statements read for key terms, dates and amounts, with each figure linked back to its page.
Open-Source LLM for HR & Recruitment
Job adverts, CV summaries and interview question sets written to your criteria and reviewed by your team.
CASE STUDIES
Open-Source LLM Implementation Results: Client Case Studies
Real projects, real numbers. Client names are kept private where they asked us to.
Recruitment: 58% Less CV Screening Time with an AI Platform
58%Less screening time
92%CVs imported automatically
A specialist UK recruitment agency now has CVs pulled in, ranked and explained by AI, so recruiters spend their day on calls instead of reading.
Read the case studyAccountancy: 72% Less Time Chasing Client Records
72%Less time chasing records
29%Faster year-end turnaround
A UK accountancy practice replaced email chasing with a portal that sends its own reminders and collects documents in one place.
Read the case studyField Service SaaS: Launched in Eight Weeks, 38% Less Admin
8 wksFrom notes to launch
24%Trial-to-paid conversion
Vantro went from a founder’s notes to paid software for UK trade businesses, with scheduling, quotes and invoices built in.
Read the case studyGet Similar Results for Your Business
Tell us which job takes your team the most time. We will show you what can be automated.
HOW WE WORK
How Our Open-Source LLM Implementation Process Works
AI Opportunity Audit
We look at the task, your data and your limits on cost, speed and privacy, then test a few models on real examples.
Roadmap & ROI Forecast
You get a plan showing which model we recommend, how it will be hosted, the expected cost per month and the benefit.
Build & Integrate
We build the prompts, guardrails and integration, and fine-tune or adapt the model where testing shows it is worth it.
Test, Train Your Team & Launch
We measure output against a test set your team approves, train users and launch with usage and cost limits in place.
Monitor, Optimise & Scale
We monitor quality, latency and spend, and move to newer or cheaper models when they do the job as well.
TECHNOLOGY
AI Models & Platforms We Work With
We are not tied to one vendor. We choose on accuracy, cost and where your data needs to live.
AI Models (OpenAI GPT, Claude, Gemini, Llama)
Commercial and open-source models, compared on your own data before we recommend one.
Hosting & Fine-Tuning Platforms
Azure OpenAI, AWS Bedrock, Google Vertex AI, Hugging Face and self-hosted GPUs for private models.
CRMs & Business Tools
HubSpot, Salesforce, Zoho, Microsoft 365, Google Workspace and your own databases and apps.
WHY CODECRACKERS
Why UK Businesses Choose Us for Open-Source LLM Implementation
Custom-Built AI, Not Expensive Off-the-Shelf Subscriptions
Your Open-Source LLM implementation is built for your processes and you own it. No per-seat licence that grows every time you hire.
Works Inside Your Existing Tools
We connect to the CRM, inbox, help desk and files your team already uses, so nobody has to learn a new system to get the benefit.
UK GDPR-Compliant AI Systems
Data stays in UK or EU hosting where needed, access is limited to what each part needs, and we document how personal data is handled.
ROI-First Approach with Measurable Results
Before we build, we agree what success looks like in hours saved, response time or revenue, and we report against it every month.
PRICING
Open-Source LLM Implementation Packages & Pricing
Clear starting prices. Every project gets a fixed quote after the free audit, before any work begins.
Free Open-Source LLM Implementation Audit
A 45-minute call and a short written report: where Open-Source LLM implementation would help, what it would cost and the likely payback.
Book my free auditMost popular
90-Day Open-Source LLM Build Package – From £9,000
Audit, roadmap, build, testing, training and launch of your first solution, with a fixed price agreed before we start.
Get a quoteMonthly Open-Source LLM Implementation Retainer – From £800/month
Monitoring, improvements, new features and support every month, with a report on usage, accuracy and time saved.
Get a quoteBook Your Free Audit
45 minutes, no obligation. You keep the report either way.
INDUSTRIES
Industries We Build Open-Source LLM For
Sectors where we already have live client work.
- RecruitmentCV screening, candidate ranking and shortlists.
- Solar and renewable energyLead capture, instant replies and survey booking.
- Accountancy and financeDocument collection, reminders and client portals.
- Trades and field serviceScheduling, quotes, invoices and job admin.
- Ecommerce and retailProduct data, customer queries and order updates.
- Health and wellnessBooking questions, product advice and follow-ups.
CLIENT REVIEWS
What Our Clients Say About Our Open-Source LLM Implementation
“Our recruiters used to spend most of the day downloading and reading CVs. Now the platform pulls them in, ranks them and explains why, and we just make the calls.”
“We were losing good leads simply because we couldn’t reply fast enough. CodeCrackers connected our ads, website and CRM so every enquiry gets an answer in minutes.”
“Clients upload everything in one place, reminders go out on their own, and we can finally see every deadline coming.”
“I knew exactly what tradespeople needed but had no idea how to build it. CodeCrackers turned my notes into Vantro, and we launched in eight weeks.”
FAQs
Open-Source LLM Implementation FAQs
FREE AUDIT
Ready to Put AI to Work? Book Your Free Open-Source LLM Implementation Audit
Tell us about your business and the work that eats your team’s time. We will reply within one working day with a time for your free audit.
- A list of tasks worth automating
- Expected hours saved and payback
- A fixed quote, no obligation
Book your free audit
Four quick details. No obligation.