AI Consultancy — London & Global

We build production
LLM systems
that actually work.

Nikola Innovations designs, engineers, and deploys large language model systems for enterprises and scale-ups — from first proof-of-concept to full production ownership.

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What we do

LLM System Design

Architecture, model selection, and pipeline design for production AI systems tailored to your data, workflows, and compliance requirements.

RAG & Knowledge Systems

Retrieval-augmented generation on your proprietary data — accuracy, latency, and compliance built in from day one. Not a demo. In production.

AI Agent Development

Multi-step autonomous agents that integrate with your tools, APIs, and internal systems to automate complex, high-value workflows.

Fine-Tuning & Evaluation

Domain adaptation, custom eval suites, and adversarial testing to ensure models perform reliably inside your specific environment.

AI Ops & Infrastructure

Production deployment, cost optimisation, latency monitoring, and ongoing reliability engineering for live AI systems at scale.

Strategy & Roadmapping

Executive advisory on where AI creates real leverage in your business — and a phased, cost-effective roadmap that actually ships.

Our edge

Built by engineers,
not prompt writers

Most AI consultancies deliver slide decks. We deliver running systems. Our team owns the outcome — from architecture through to production ops — and we measure success in business results, not outputs.

End-to-end ownership

We don't hand off a prototype. We build, test, and operate the system. One team, full accountability.

Sector depth

Finance, legal, HR, operations, sales — we bring domain context that prevents generic solutions.

Latency-first engineering

We benchmark token throughput and retrieval latency before any system goes live. Speed is a feature.

Evaluation by default

Every system ships with an eval harness. You get measurable accuracy, not gut feeling.

Security & compliance

GDPR, SOC 2, and data residency are built in — not retrofitted after a security review.

Cost transparency

We model token costs and infra spend upfront. No surprise LLM bills two months after launch.

Solutions library

100+ production-ready
AI applications

We've built and deployed systems across every major business function. Browse by department or explore the full catalogue — every one ships with an integration layer, eval suite, and ops runbook.

We build productionLLM systemsthat actually work.

Built by engineers,not prompt writers

100+ production-readyAI applications

Latest insights

We build production
LLM systems
that actually work.

Built by engineers,
not prompt writers

100+ production-ready
AI applications