We design, train and deploy machine learning systems for UK businesses that need answers from their data, not slide decks about the future. Threat detection, predictive maintenance, document parsing: pick a problem, we will solve it.
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Every project starts with a real business question. Here are the categories we work in most often.
Our anomaly detection pipelines monitor network traffic, transaction logs and access events in real time. They flag suspicious patterns within 200 milliseconds, giving your security team a head start before damage spreads. We train on your own historical incident data so false-positive rates stay below 0.3%.
Demand forecasting, churn prediction, equipment failure probability: we build regression and classification models tuned to your domain. A logistics client reduced empty-mile costs by 18% in four months using our route optimisation model. Your data tells a story; we make it readable.
Contracts, invoices, medical records, regulatory filings: our OCR and NLP pipeline extracts structured data from messy PDFs and scanned images. One insurance broker cut claims processing time from 14 minutes per document to under 90 seconds after we deployed a custom extraction model for them.
We build retrieval-augmented generation (RAG) systems grounded in your internal knowledge base. Staff get accurate answers sourced from your own policies and documentation rather than generic web content. All queries stay on your infrastructure; nothing leaks to third-party APIs unless you choose otherwise.
Models degrade. Input distributions shift, upstream schemas change, seasonal patterns evolve. We set up automated monitoring that alerts you when prediction quality drops, and we retrain on a schedule that fits your data cadence, whether that is weekly or quarterly.
We spend two hours understanding your problem, then review a sample of your data for quality, volume and bias risks. You get a written feasibility memo within three working days.
A working model on a subset of your data, tested against a hold-out set. We share precision, recall and F1 scores, not vague accuracy percentages. If the numbers disappoint, we stop here and you owe nothing beyond the scoping fee.
Containerised model, API endpoints, logging, authentication. We deploy to your preferred cloud or on-premise environment. Infrastructure-as-code so nothing is click-configured.
Your team gets documentation, a recorded walkthrough and a two-hour live session. We transfer all code and model artefacts to your repository.
Monthly model health reports, retraining runs, and a four-hour response SLA for production incidents. Most clients stay on this plan for the first year.
Predictive demand model trained on 18 months of order data. The warehouse now pre-stages stock 48 hours ahead of spikes, reducing overtime labour costs.
22% drop in pick-and-pack labour spend
Real-time fraud detection model processing card transactions. Integrated into their existing Kafka pipeline with zero downtime migration.
Fraud losses down 41% in first quarterDescribe the problem you want to solve. We will reply within one working day with an honest assessment of whether AI is the right tool.
35 The Ridgeway, Bins-Block-upon-Wilderman, Northern Ireland, DV4 2TI, United Kingdom