Your AI works in the lab.
We make it work in the real world.
We build the data foundations and evaluation systems that take AI from prototype to production — for teams where failure isn't an experiment.
Your AI is only as good as your data.
Models are everywhere. What's rare is clean, structured, validated data that makes them actually useful. We turn messy real-world information into the ground truth your AI depends on.

Scale Without Sacrifice
Process millions of documents without losing accuracy. Our parsing pipelines scale horizontally — volume goes up, quality stays constant.
Explore Data Infrastructure→Multi-Modal Ingestion
Ingest and structure text, audio, image, and video data — giving your models the full context they need, not just fragments.
Advanced Extraction
Parsing pipelines that understand your domain — turning raw documents into structured, usable knowledge automatically.
Vector Architecture
Indexing engineered for fast, accurate retrieval — so your AI systems always find the right information at the right time.
Know exactly how your AI is performing. At all times.
Most AI systems ship without evaluation infrastructure. Ours tells you what's working, what's drifting, and what needs human attention — before your users find out.

Production Observability
Trace every inference. Track response quality over time. Get alerted when accuracy drops, latency spikes, or your model starts hallucinating.
Explore Evaluation Tools→Human-in-the-Loop
When model confidence drops below your threshold, we route to human experts automatically. No guesswork.
Continuous Regression
Quality gates that block degraded models from reaching production. If it doesn't meet the standard, it doesn't ship.
Custom Telemetry
Define your own metrics. Get instant alerts on hallucinations, latency spikes, PII leaks, or anything else you need to watch.

Built for industries where accuracy matters.
We work in regulated, high-stakes environments — where the data is complex and getting it wrong has real consequences.
Marketing
Insight synthesis and brand-safe content operations — turning fragmented data into actionable intelligence.
Retail
Taxonomy consistency, product enrichment, and data quality pipelines for catalogue-scale operations.
Media
Research briefing, knowledge copilots, and content workflows built on verified ground truth.
Healthcare
Data pipelines for clinical records and patient data — built with the privacy and compliance standards healthcare demands.
Energy
Data infrastructure for grid monitoring, predictive maintenance, and energy system optimisation.
ITSM
Structured knowledge bases and evaluation frameworks for IT service management and support automation.
Government
Secure, compliant AI infrastructure for public sector workloads — built for governance and auditability.

Security isn't a feature. It's the architecture.
Every system we build starts with security — access controls, audit trails, encryption, and strict environment isolation. Not as an add-on. As the foundation.
Infrastructure Security
Built exclusively on SOC 2 Type II and ISO 27001 certified infrastructure. Enterprise-grade security inherited at every layer.
GDPR Native
Privacy by design. Strict data residency controls and automated compliance routing for EU operations.
ICO Registered
Registered with the UK Information Commissioner's Office. Full compliance with UK data protection regulations.
Ready to build AI that actually works?
We work with a small number of teams at a time. If your AI needs to be reliable in production, let's talk.
