AI Development · United Kingdom

United Kingdom AI development — production systems, not pilots.

Custom LLM applications, RAG systems, AI automation and fine-tuning for United Kingdom businesses. Fixed-fee scoping, shipped to production, and you work directly with the engineer who writes the code.

See our work
Engagement shapes

United Kingdom AI engagements: how they are scoped

Tier Starter Growth Enterprise
Best suited to A defined question or architecture decision A system with a known scope An ongoing roadmap and platform
Engagement Discovery sprint Build Platform
Typical duration 1–2 weeks 4–12 weeks Ongoing
Output Architecture + roadmap Production system Roadmap + team
LLM integration ✓ Assessed ✓ Built ✓ Multi-model
RAG / knowledge base ✓ Advanced
Fine-tuning Optional ✓ Included
Post-launch support 30 days Retained

Every engagement starts with a free discovery call and a fixed-fee proposal — scope, deliverables, timeline and price agreed before any work starts. No hourly billing. Every engagement is scoped in a free consultation before anything is quoted. You receive a written fixed-fee quotation covering scope, deliverables and timeline — no hourly billing, no open-ended retainer, and no number until we understand the work.

What we build

AI capabilities delivered in United Kingdom

01
Custom LLM applications
Domain-specific assistants, copilots and agents built on frontier or open models, wired into your real data.
02
RAG knowledge systems
Retrieval pipelines over your documents, tickets and databases — with evaluation, not just embeddings.
03
AI automation
Workflow automation connecting models to CRMs, ERPs, messaging and internal tools, with monitoring and fallbacks.
04
Fine-tuning
SFT, DPO, LoRA and QLoRA adaptation when prompting is not enough — including dataset curation and benchmarking.
05
AI strategy and audit
Readiness assessment, architecture review, build-versus-buy analysis and a costed roadmap your board can read.
06
Production engineering
Deployment, observability, cost control and handover — systems that keep running after launch, supported from GMT/BST.

United Kingdom AI delivery, end to end.

Direct
No account managers
Fixed-fee
Scoped before build
GMT/BST
UK business-hours overlap
How we work

AI engagements for United Kingdom teams

Scoped before it is built. Every engagement opens with a free discovery call, then a written proposal: scope, deliverables, timeline and a fixed fee. No hourly billing and no open-ended discovery. If a project should not be built, we say so at that stage rather than after the budget is spent.

Production, not proof-of-concept. UK procurement tends to shortlist from search and then verify with independent sources, so visibility has to survive a second look. The deliverable is a system running in your environment with monitoring, cost controls and documentation — plus 30 days of post-launch support on every build.

Visibility included. The UK market rewards demonstrable expertise over volume: British buyers check credentials, case detail and scope clarity before they enquire. Where it matters, AI builds pair with United Kingdom SEO and United Kingdom GEO so the product and the demand arrive together. See how we work and the live systems already shipped.

AI development United Kingdom — FAQ

Questions about United Kingdom AI engagements.

What AI services do you offer in United Kingdom?

Custom LLM application development, RAG knowledge systems, AI workflow automation, model fine-tuning (SFT, DPO, LoRA, QLoRA), AI strategy audits and production engineering — delivered for United Kingdom businesses on a fixed-fee basis.

How much does AI development cost in United Kingdom?

Every engagement is scoped in a free consultation before anything is quoted. You receive a written fixed-fee quotation covering scope, deliverables and timeline — no hourly billing, no open-ended retainer, and no number until we understand the work. A discovery sprint is typically one to two weeks and produces the architecture and roadmap; a build runs four to twelve weeks depending on scope. Price is agreed in writing before work starts.

Do you work with United Kingdom companies remotely?

Yes. Modulus is remote-first and works across GMT/BST (UK business-hours overlap). United Kingdom clients get scheduled calls in local business hours and direct access to the engineer building the system — there is no account-manager layer.

Do you build on open models or frontier APIs?

Both, chosen per workload. Frontier APIs where quality and speed of delivery dominate; open models where cost, latency, data residency or control dominate. The trade-off is documented in the proposal rather than decided by default.

What happens after launch?

Every build includes 30 days of post-launch support, documentation and handover. Ongoing support, iteration and roadmap work are available as a retained engagement if you want it — not required.

Who actually does the work?

Dam — founder and lead engineer. When you hire Modulus you work directly with the person writing the code. That is the reason scoping is fast and the reason the studio takes a limited number of engagements at a time.

Who this is for

Who we build for in United Kingdom

Operators with a real workflow problem — repetitive judgement work, document processing, support triage, internal search — where a well-scoped system pays back inside a year.

Product teams adding AI features that need the retrieval, evaluation and cost engineering done properly rather than a demo wired to an API key.

Leadership teams needing a decision before committing budget: what to build, what to buy, what to skip, and what it will actually cost to run.

Industries served

Sectors we work in across the United Kingdom

UK engagements tend to start with a documented process that is expensive to run manually and painful to get wrong — which is exactly where scoped AI pays back.

01
Financial and professional services
Document intelligence, KYC support workflows and reporting automation designed for environments with real audit obligations.
02
SaaS and technology
In-product assistants, retrieval over documentation, and support triage that routes rather than guesses.
03
Healthcare and life sciences
Administrative document processing with access control, retention policy and human review built in from the start.
04
Legal
Retrieval across matter archives and precedent, drafting support, and review workflows that keep a person at the decision.
05
Ecommerce and retail
Catalogue enrichment, intent-aware site search and merchandising automation.
06
Manufacturing and logistics
Exception handling, scheduling support and document flow between systems that do not integrate natively.

Also available for: United States · Singapore · Australia · Hong Kong · Indonesia · Germany · France

Build AI that ships in United Kingdom.

Free discovery call. Fixed-fee proposal. Production systems.

United Kingdom GEO services