From messy data to a system that ships
We work across the whole path: strategy, data, models, and the software around them. Here is what that looks like in practice.
Machine Learning
Most problems don't need a neural network. They need a model that fits the data you already have. We work across the standard methods and pick the one that suits your problem, then test it against a plain baseline so you can see what it's actually worth.
- Forecasting and demand prediction
- Classification, scoring, and ranking
- Clustering and customer segmentation
- Anomaly and fraud detection
AI Agents
An agent takes a goal and works through it. It reads the input, decides what to do, calls the tools you've given it, and checks the result before handing off. We build agents around your own systems and keep a person in the loop for anything that carries risk.
- Tool use and API calls into your systems
- Retrieval over your own documents (RAG)
- Human approval before any risky step
- A full log of what the agent did and why
Local LLMs
Run capable language models on your own hardware. Your data never leaves your environment, and you're not paying per token or depending on someone else's API staying online.
- On-prem and self-hosted deployment
- Retrieval-augmented assistants (RAG) over your docs
- Fine-tuning on your domain and tone
- Full control of data, cost, and uptime
Neural Networks
When the problem genuinely needs it, we design and train neural networks for images, text, and time series. We pick the architecture that fits your data, whether that's a CNN, an RNN, or a transformer.
- Computer vision and image models
- Sequence and time-series modelling
- Architecture selection and tuning
- Honest evaluation before anything ships
Data Analysis
We clean, model, and visualise your data so the story in it becomes obvious. Dashboards your team will actually open, and analysis that stands up when someone asks how you know.
- Data cleaning and pipelines
- Interactive dashboards (Power BI and more)
- Statistical analysis and forecasting
- Reporting your stakeholders can read
Software Development
We build the software that turns a model into something people use: the automation, the interfaces, and the glue that connects it to the systems you already run.
- Custom automation and internal tools
- APIs and integrations
- Web apps and dashboards
- Maintainable, documented code
Tell us what you're trying to solve
Email [email protected] with a couple of lines about the problem, your data, and your timeline. We'll tell you honestly whether we're the right fit.