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Private LLM Deployment · London

Private LLM Deployment in London

Running language models inside a London organisation's own infrastructure, where data cannot leave the boundary. The driver is nearly always regulatory or contractual rather than technical, and the tradeoff is real: you gain control and predictable data handling, and you take on hardware, capacity and model maintenance.

Why this comes up

The problem

Legal or a client contract prohibits sending data to a third-party AI service. The AI work has stopped entirely rather than being done differently.

What you get

What we deliver

  • The actual constraint established — some requirements are met by a regional cloud deployment
  • Open-weight model selected against your tasks rather than against a leaderboard
  • Hardware sizing based on measured concurrency, not a guess at peak
  • Serving infrastructure with monitoring, scaling and a sensible failure mode
  • Access control and audit logging, since that is usually the point of the exercise
  • An update path, because open models improve and yours will not on its own

Want this scoped for your business in London?

Thirty minutes, no charge, no sales script. You leave with a written summary of what private llm deployment would actually involve — whether or not you use us.

Book a 30-minute call

Working in London

London

London clients usually come to us because they want senior people actually on their project rather than a large agency's B team, and because Midlands rates buy considerably more delivery per pound.

Clients here are usually replacing an agency, and want senior people on the work at rates that are not Central London rates.

Sectors we work with in London

  • Financial Services
  • Professional Services
  • Technology
  • Media
  • Hospitality
  • Retail

What we work with

Technologies and platforms

  • vLLM
  • Kubernetes
  • NVIDIA
  • Python
  • Linux

Who we work with

Industries we serve

  • Financial services
  • Healthcare
  • Legal
  • Defence and aerospace
  • Public sector

Why us

Why London businesses choose Asionis

  • Projects typically launched within 4–8 weeks
  • No long-term contracts required
  • All team members UK-based
  • Dedicated account manager and development team
  • Transparent reporting with monthly performance metrics
  • Scalable from startup to enterprise

How we work

  1. Step 1

    Free consultation

    A 30-minute call to understand the problem. You keep the written summary either way.

  2. Step 2

    Proposal

    Scope, timeline and a fixed price, in writing, before anything starts.

  3. Step 3

    Build

    Short cycles with regular check-ins, so you see progress rather than hear about it.

  4. Step 4

    Launch and support

    We handle the go-live and stay available afterwards.

Private LLM Deployment in London — common questions

Are open models good enough?
For summarisation, extraction, classification and drafting, current open-weight models are strong. The gap to the best commercial models shows on the hardest reasoning tasks — so the honest answer depends entirely on which of those your work actually is.
What hardware do we need?
It depends on model size and concurrent users, and both are usually estimated badly. The useful step is measuring real concurrency first, because sizing for an imagined peak is how organisations end up with idle GPUs on a lease.
Would a private cloud deployment satisfy our requirement?
Often, yes. A model running in your own cloud tenancy in a specified region meets many data-residency and contractual requirements at far lower operational cost than on-premise hardware. It is worth reading the actual obligation before buying servers.
Who maintains it afterwards?
Someone has to — patching, monitoring, capacity, and periodically evaluating whether a newer model is worth moving to. That ongoing ownership is the part most often left out of the business case and most often felt a year later.
Do you work with businesses across Greater London?
Yes. We are based in Leicester, United Kingdom and work with clients throughout London, including London and the surrounding Greater London area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
What kind of London businesses do you usually work with?
Clients here are usually replacing an agency, and want senior people on the work at rates that are not Central London rates. Beyond that we work across Financial Services, Professional Services, Technology, Media, Hospitality and Retail.
Do you cover the areas around London?
Yes — we work throughout London, including Reading, Milton Keynes, Cambridge, Brighton. London is an urban area of roughly 9,000,000+, and we take on work across the wider Greater London region rather than the city boundary alone.

Talk to us about Private LLM Deployment in London

A 30-minute call with someone who would actually work on it. No sales script, no obligation.

  • Projects typically launched within 4–8 weeks
  • No long-term contracts required
  • All team members UK-based
  • Dedicated account manager and development team
  • Transparent reporting with monthly performance metrics
  • Scalable from startup to enterprise

Or reach us directly

07707 771599admin@asionis.com

Leicester, United Kingdom