Artificial Intelligence that fits your business
We build and deploy AI models for companies in Leeds and across the UK. Whether you need demand forecasting for a retail chain, anomaly detection in manufacturing data, or a chatbot that actually understands your product catalogue, we handle the entire pipeline from raw data to production deployment.
Get a free consultation See how we work
What we do
Every project starts with a question: what decision would be easier if you had better data? From there, we design a system that answers it.
Predictive analytics
We train regression and time-series models on your historical sales, inventory, or operational data. A typical retail client sees forecast accuracy improve by 12 to 18 percentage points within the first quarter, which translates directly into lower overstock costs and fewer missed sales.
Computer vision
From quality inspection on production lines to shelf-monitoring cameras in supermarkets, our object-detection and segmentation pipelines run on-device or in the cloud. We benchmark every model against your real-world images before deployment, so false-positive rates stay below the thresholds your operations team can tolerate.
Natural language processing
We fine-tune large language models for document classification, entity extraction, and conversational agents. One legal-services client reduced manual contract review time by 40 hours per week after we deployed a clause-extraction model trained on their own precedent library.
Custom model development
When off-the-shelf algorithms fall short, we design architectures from scratch. This includes graph neural networks for supply-chain optimisation, reinforcement-learning agents for dynamic pricing, and ensemble methods that combine several weak learners into something genuinely useful for your domain.
Why companies choose us
We are a team of nine, based in Leeds. That matters because you will always speak to someone who has actually worked on your model, not a project manager relaying messages. Our engineers hold postgraduate degrees in machine learning, statistics, or applied mathematics from universities including Leeds, Sheffield, and Edinburgh.
Since 2019, we have delivered 47 production AI systems across logistics, healthcare administration, e-commerce, and financial services. Thirty-nine of those remain in active use today. The rest were retired because the client's business needs changed, not because the models failed.
We also maintain every model we ship. That means retraining on fresh data each month, monitoring for distribution drift, and patching the serving infrastructure when cloud providers change their APIs. You pay a fixed monthly retainer rather than an unpredictable hourly bill.
What our clients say
"We asked Crystal Path AI to build a demand-forecasting model for our 14 warehouse locations. Within eight weeks, the model was running in production and our overstock write-offs dropped by 22% in the first full quarter. The team explained every technical choice in plain language, which made it easy for our board to approve the investment."
Rachel Underwood, operations director at a West Yorkshire logistics firm"Our previous vendor gave us a black-box API and no documentation. Crystal Path handed over annotated source code, a model card, and a runbook. When we needed to retrain on new product categories six months later, our in-house developer managed it in a single afternoon using their documentation."
Darren Firth, CTO of an online retailer based in ManchesterIf you would like to speak with a reference client in your industry before committing, we are happy to arrange that. Just get in touch.
Ready to talk?
We offer a free 45-minute consultation where we review your data landscape, identify quick wins, and outline what a full engagement would look like. No sales deck, no pressure.
Visit us:
92 Kamryn Brow, Leeds LS1 4AP, West Yorkshire, United Kingdom
Ring us:
+44 113 268 5273
Email:
[email protected]
