Artificial Intelligence
AI systems built for real-world use, designed to be reliable, easy to understand and genuinely useful
AI systems that solve real problems
We build AI that helps businesses solve their toughest problems. Real-world systems that run reliably, explain their decisions and deliver measurable value.
Our AI & Software Engineering team works across text, documents, images, audio and structured data — extracting insights, augmenting decisions and putting your institutional knowledge to work. Every system is consultancy-led: we validate the problem before writing a single line of code.
You own everything we build — the models, the data and the infrastructure. We deploy on our sovereign UK infrastructure or yours, with the assurance that we are ISO 27001 certified.
What our AI does
Extraction
Messy, complex real-world data is hard to turn into useful information. Our AI finds the important items, extracts them cleanly, formats them properly, and puts them to work in your systems.
- Pull information from invoices, contracts and legal documents
- Extract critical data from audio streams and call recordings
- Classify and process images, scanned documents and PDFs
- Handle structured, semi-structured and unstructured data
Reasoning
Your team makes countless decisions each day. Our AI augments that judgement with explainable, actionable outputs, so oversight gaps and costly misjudgements are caught before they matter.
- Summarise complex records to surface what matters
- Identify risk, anomalies and patterns across large datasets
- Generate reports and recommendations from multiple data sources
- Augment decisions, not replace the people making them
Knowledge
Your institutional knowledge is your superpower. When it's freed from silos, structured into an AI-powered knowledge system and made accessible across your organisation, everything accelerates.
- Build searchable knowledge bases from documents and data
- RAG pipelines that ground AI responses in your real data
- Vector knowledge graphs for navigating complex information
- Secure access — your data stays under your control
AI that works across your data
Our systems handle multiple data formats and modalities, extracting insight from whatever your business produces.
Text
Documents
Images
Audio
Tabular
Time Series
What we build
AI agents Software that independently carries out tasks on your behalf, reading documents, making decisions, calling APIs and chaining complex workflows. We build agents for customer service, document processing, data analysis and decision support, always with human oversight on the decisions that matter.
Custom & fine-tuned models Off-the-shelf AI is a starting point, not a destination. We train, fine-tune and build custom models tailored to your data and domain — so they understand your industry, your terminology and your edge cases. From enhancing foundation models to bespoke neural networks.
Document analysis & extraction AI pipelines that read, classify and extract information from legal documents, contracts, invoices and reports. We reduced case review time from 30 minutes to under 3 minutes for one of our clients.
GenAI integration LLM integration into existing business applications. RAG pipelines, prompt engineering, multi-model orchestration and the validation layers needed to catch hallucinations before they reach your users.
Machine learning pipelines End-to-end ML infrastructure covering data ingestion, model training, deployment and monitoring. Production systems with proper versioning, testing and rollback, not Jupyter notebooks taped together.
Computer vision Image and video analysis for quality inspection, document scanning, object detection and classification. From edge devices to cloud-scale processing.
AI strategy & consulting Not sure where AI fits? We evaluate your data, processes and goals, then give you an honest assessment. Sometimes AI is the answer. Sometimes it's not.
How we engineer AI
We don't just build AI for clients. Our engineering platform, Microcelium, includes an AI orchestration layer that powers every project we deliver.
Multi-model orchestration
Routing models choose the right AI tool for each task. No token limits and your application isn't locked to a single vendor, with routing across LLM providers including automatic failover.
Data pipelines & vector storage
Automated ingestion, transformation and vector storage. Your data is always ready for AI consumption: structured, clean and accessible. Vector knowledge graphs help navigate complex relationships.
Agent frameworks
Proven patterns for building autonomous workflows. Task decomposition, tool use, memory management and human-in-the-loop checkpoints.
Observability & explainability
Logging, tracing and cost tracking for every AI interaction. Explainable outputs with confidence scoring so you know exactly what your AI is doing, why, and what it costs.
Our AI philosophy
Use the simplest solution that works
Not every problem needs a neural network. We match the technology to the problem — sometimes that's an LLM, sometimes it's traditional ML, sometimes it's a well-structured database query.
Human in the loop
Critical decisions stay with humans. We build AI that augments your team's capabilities, not systems that make irreversible choices without oversight.
Sovereign infrastructure
Your sensitive data doesn't have to leave the UK — or even your building. We operate our own AI infrastructure and can deploy models on your hardware.
Ready to use, out of the box
Many of our AI models require no training on your data. We can start delivering value immediately, then fine-tune as we learn more about your specific needs.
Proven results
Sentry Funding
AI document analysis pipeline for the legal sector. Consumes and analyses thousands of legal documents with multi-layered hallucination protection.
Reduced case review time from 30 minutes to under 3 minutes.
Mucka
AI voice assistant for tradespeople. Took a vibe-coded prototype and engineered it into a production-ready platform with proper AI orchestration, testing and deployment.
From concept to production-ready in weeks, not months.
Frequently asked questions
Do we need to provide training data for AI to work?
Not always. Many of our AI models work out of the box with no training on your data. For more specialised tasks, we can fine-tune models using your data, but we will always start with the simplest approach and only add complexity when it delivers measurable improvement.
Where does our data go when AI processes it?
That's your choice. We can deploy on our sovereign UK infrastructure, on your own servers, or in your preferred cloud environment. For sensitive data, we operate AI systems that never send information to third-party providers, with the assurance that we are ISO 27001 certified.
How do you prevent AI from making mistakes?
We build multi-layered validation into every AI system. That includes output verification against source data, confidence scoring, human-in-the-loop checkpoints for critical decisions and comprehensive logging so you can audit every decision the AI makes.