AI capabilities
What AI can actually do for your business
We cut through the noise. Below are the AI capabilities we build and implement — each explained in plain language, with an honest note on when it's the right fit.
LLM Integration & Custom Assistants
Add AI that understands your business — not just the internet
Large language models like GPT-4, Claude, and Mistral are powerful out of the box, but their real value is when they're connected to your context: your products, your data, your customers. We design, build, and deploy LLM integrations that are production-ready — with cost controls, output evaluation, fallback handling, and logging built in from day one.
When you need this
When you want AI embedded in a product, internal tool, or customer-facing workflow — and you need it to actually work reliably in production.
RAG over Company Documents
Let AI answer questions using your own knowledge
Retrieval-Augmented Generation (RAG) lets an AI assistant search your internal documents, policies, contracts, manuals, or databases before it answers — so the answers are grounded in what your organisation actually knows, not what the model was trained on. We build RAG pipelines with proper chunking, embedding, retrieval, and reranking so the system is accurate, fast, and attributable.
When you need this
When your team spends time searching documents or answering the same questions repeatedly — and you want an AI that can do that reliably and cite its sources.
Knowledge Graphs for Enterprise Memory
Give your organisation a structured, queryable memory
Knowledge graphs represent your organisation's data as a network of interconnected concepts — people, products, processes, relationships — rather than isolated rows in a database. This makes it possible to ask complex questions across domains, power more precise RAG systems, and surface connections that would otherwise stay buried. We design and implement graph-based knowledge systems using Neo4j and similar technologies.
When you need this
When your data is scattered across systems with no clear way to connect it — and you need AI or analytics that can reason across the full picture.
Multi-Agent Systems & Simulation
Automate complex, multi-step reasoning — not just single tasks
A single AI model handles one prompt at a time. Multi-agent systems coordinate networks of specialised AI agents that can plan, delegate, verify, and iterate — tackling tasks too complex for a single model call. We design agentic architectures using frameworks like LangGraph and the Claude API to automate sophisticated workflows with human oversight built in.
When you need this
When a task requires multiple steps, judgment calls, or coordination between different tools and data sources — and you want AI to handle it end-to-end with appropriate checks.
Workflow Automation & Orchestration
Connect your tools and eliminate manual repetition
Most organisations have a patchwork of systems that don't talk to each other properly — leading to copy-paste, manual handoffs, and human error. We build automated workflows that connect your tools, trigger on events, move data, and take actions — using orchestration platforms like n8n alongside custom integrations where needed. Every workflow is transparent, auditable, and maintainable by your team.
When you need this
When your team is doing the same thing manually more than twice a week — or when a process fails because a human forgot a step.
AI Readiness & Governance
Adopt AI confidently, with the right controls in place
AI adoption without governance creates risk. We help organisations assess their readiness for AI, establish appropriate policies and guardrails, and build the internal processes needed to use AI responsibly at scale — covering data privacy, model evaluation, bias monitoring, and regulatory considerations including the EU AI Act.
When you need this
When you want to adopt AI strategically rather than reactively — or when your board, legal team, or regulators are asking questions you need robust answers to.
Our philosophy
AI should earn its place in your workflow
We don't propose AI for the sake of it. Every engagement starts with understanding your actual problem — sometimes AI is the right answer, sometimes it isn't. We'll always tell you which.
Curious what AI could do for your organisation?
Book a free, no-commitment call. We'll ask the right questions and give you an honest view — no sales pitch.
Book a discovery call