Modern data centre in the Welsh countryside at dusk

Artificial Intelligence that fits your business, not the other way around

We build machine learning models, natural language systems and computer vision pipelines that solve the specific problems your team faces every week. Based in Wales, working with organisations across the UK.

Book a free discovery call See what we do
127
Models deployed
94%
Client retention rate
11
Industries served
6 yrs
Average team experience

Practical AI services, not science projects

Every engagement starts with your data and your goals. We skip the buzzwords and focus on measurable outcomes you can show your board within 90 days.

Predictive analytics

We train regression and classification models on your historical records to forecast demand, detect churn risk or flag anomalies. Most clients see a first working prototype in under four weeks.

Natural language processing

Chatbots that actually understand context. Document classifiers that cut manual review time by 70 percent. Sentiment analysis tuned to your domain vocabulary, not a generic dictionary.

Computer vision

Quality inspection on production lines, medical image triage, vehicle damage assessment. We handle labelling, training and edge deployment so the model runs where it needs to run.

AI strategy and audits

Not sure where to start? We review your data estate, map high-value use cases and rank them by effort versus impact. You get a concrete roadmap, not a 60-page slide deck that gathers dust.

From messy data to a running system in three phases

Data engineers planning an AI pipeline on a whiteboard

Phase 1: Scoping (1 to 2 weeks). We sit with your subject-matter experts, examine the raw data and agree on a success metric. If the data is too sparse or the problem is better solved without AI, we say so. Honesty saves everyone money.

Phase 2: Build and validate (4 to 8 weeks). Our engineers prepare the dataset, experiment with model architectures and run cross-validation tests. You receive weekly progress reports with accuracy figures, not vague status updates.

Phase 3: Deploy and monitor (ongoing). The model goes into your existing infrastructure. We set up drift detection, retraining triggers and alerting dashboards. After handover, your internal team can maintain the system. We stay available for quarterly reviews.

This phased approach means you never commit a large budget before seeing evidence that the model works on your data. The discovery call is free and carries no obligation.

What our clients gained

Retail demand forecasting

A 200-store fashion retailer reduced overstock write-offs by 34 percent after we replaced their spreadsheet-based forecasts with a gradient-boosted model trained on three years of point-of-sale data and local weather patterns.

Insurance claims triage

An insurer in Cardiff now routes 60 percent of motor claims automatically using our NLP classifier, cutting average handling time from 12 minutes to under 2. Human reviewers focus on complex cases only.

Manufacturing defect detection

A packaging manufacturer deployed our convolutional neural network on two production lines. The system catches micro-tears that human inspectors missed, reducing customer complaints by 41 percent in the first quarter.

Answers before you ask

Do we need a large dataset to get started?
It depends on the task. For tabular predictions, a few thousand labelled rows often suffice. Image models may need more, but we use transfer learning and data augmentation to squeeze value from smaller collections. During the scoping phase we tell you honestly whether your data volume is viable.
Where does the model run once deployed?
Wherever makes sense for your latency and compliance requirements. We deploy to AWS, Azure, GCP, on-premises servers or edge devices. If your data must stay within UK borders, we configure everything accordingly.
How much does a typical project cost?
A focused proof-of-concept usually falls between £12,000 and £30,000. Full production systems with monitoring and retraining pipelines range from £40,000 to £120,000 depending on complexity. We provide a fixed-price quote after the scoping phase, so there are no surprise invoices.
Will our team need AI expertise to maintain the system?
Not necessarily. We design monitoring dashboards that flag when model accuracy drops below a threshold. Retraining can be triggered automatically or scheduled. We also offer a half-day training workshop for your developers so they understand the pipeline end to end.
What industries do you work with?
Retail, insurance, manufacturing, logistics, healthcare, energy, legal and financial services make up most of our portfolio. The methods transfer well across sectors. If your industry is not on this list, reach out anyway; the discovery call is free.

Tell us about your challenge

Reach us directly

893 Oak Road, Jast-Padberg-on-Parker, Wales, YV8 5PQ, United Kingdom

+44 1737 023347

[email protected]

We typically respond within one working day. If your enquiry is urgent, phone us during office hours (09:00 to 17:30 GMT, Monday to Friday).