"We approached AI Origin Nexus when our warehouse data was a mess. Within six weeks, their predictive stocking model cut our overstock by 31%. Real numbers, not a sales pitch."

— Rhian Tewkesbury, operations lead at Glanmor Logistics, Swansea

"Their team sat with our nurses and built a triage-assist tool that actually works with the NHS workflow. No other vendor even tried to understand our constraints."

— Dr Idris Kamara, clinical informatics, Cwm Taf health board

Artificial Intelligence services rooted in Old Braunbury, built for real problems

We are a small, focused AI consultancy based in south Wales. Our work sits at the intersection of machine learning engineering, data pipeline design and honest advice about what automation can and cannot do for your organisation. We have been operating from Norman Orchard since 2021, serving manufacturers, logistics firms, healthcare providers and local councils across Wales and the south-west of England.

Most AI vendors sell toolkits. We sell outcomes: fewer manual hours, sharper forecasts, clearer decisions. If a spreadsheet solves your problem better than a neural network, we will tell you that too.

89 Norman Orchard, Old Braunbury, Wales, YR9 8AF, United Kingdom

Aerial view of Old Braunbury and surrounding Welsh countryside

Is AI the right fit for your problem?

You have data but no insight

If your team exports CSV files from three systems every Monday just to build a report, we can automate the pipeline and surface the patterns hiding in the noise. Typical turnaround for a first dashboard: two to four weeks.

You repeat decisions that follow rules

Loan approvals, quality checks on a production line, appointment scheduling. These are classification problems. A well-trained model handles them faster and more consistently than a tired human at 4 pm on a Friday.

You need forecasts, not guesses

Demand planning, energy usage, staff rostering. Time-series models trained on your own historical data beat gut instinct. We build them in Python, deploy them on your existing cloud, and hand you the keys.

Capability map

CapabilityWhat we deliverTypical engagementOn-site?
Predictive analyticsDemand forecasts, churn models, anomaly detection pipelines4–8 weeks✓ Wales / remote
Natural language processingDocument classification, sentiment analysis, chatbot prototypes3–6 weeksRemote
Computer visionDefect detection, object counting, safety-cam analytics6–12 weeks✓ On-site calibration
Data engineeringETL pipelines, warehouse design, real-time streaming2–5 weeksRemote / hybrid
AI strategy advisoryReadiness audit, roadmap, vendor evaluation, board briefing1–2 weeks✓ In-person preferred
Model monitoringDrift detection, retraining schedules, performance dashboardsOngoing retainerRemote

How a Bridgend bakery used computer vision to cut waste by 22%

Tŷ Bara, a mid-sized bakery supplying supermarkets across south Wales, was throwing away roughly one in five loaves because of inconsistent proving times. Their bakers knew the dough by feel, but shift changeovers introduced variation.

We installed two cameras above the proving racks and trained a lightweight image-classification model on 1,400 labelled photos. The system now alerts the baker when a batch reaches optimal rise. Training took eleven days. The cameras cost under £200 each. The waste reduction paid for the entire project within two months.

That is the kind of AI we believe in: specific, measurable, and cheaper than the problem it solves.

Bread loaves proving on racks inside a Welsh bakery

Your route from question to working model

Discovery call

A 30-minute conversation. We ask about your data, your pain points and your budget. No slides, no jargon. If AI is not the answer, we say so and suggest alternatives.

Data audit

We review your existing data sources, check quality and coverage, and write a short feasibility report. This usually takes three to five working days and costs a fixed fee.

Build and validate

We develop the model, test it against held-out data, and iterate with your domain experts until accuracy meets the agreed threshold. You see working prototypes, not PowerPoint.

Trusted by 14 organisations across Wales and south-west England Average project length: 5.3 weeks Every model deployed with monitoring and a retraining plan

Request a discovery call

Thank you. We will be in touch within one working day.

Common questions

How much does a typical project cost?
Our data audit starts at £1,200. Full model-build projects range from £4,000 to £25,000 depending on complexity, data volume and whether on-site work is needed. We quote a fixed price after the audit so there are no surprises.
Do we need to share sensitive data?
We can work with anonymised or synthetic datasets during the proof-of-concept phase. For production deployment we sign a data-processing agreement that meets UK GDPR requirements. Your data stays on infrastructure you control unless you explicitly choose otherwise.
What happens after the model is deployed?
Every deployment includes a monitoring dashboard and a documented retraining schedule. We offer ongoing retainer support or we can train your internal team to maintain the system. Either way, you own the model and the code.
Can you work with our existing cloud provider?
Yes. We deploy on AWS, Azure and Google Cloud. If you run on-premises servers, we can work with those too. We adapt to your infrastructure rather than forcing a particular stack.

Legal information

Privacy policy

AI Origin Nexus collects personal data only when you submit our inquiry form or contact us by email or telephone. We store your name, email address, company name and message content in an encrypted database hosted in the UK. We do not sell, rent or share your data with third parties except where required by law.

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Last updated: January 2026.

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