Predictive AI & applied ML.
Forecasting, vision, NLP, LLM systems. In production, on real data — not pilots that never ship.
Forecasting, vision, NLP, LLM systems. In production, on real data — not pilots that never ship.
AI shipped across finance, agriculture, media and industry
Moonsyst · commodities trading teams · RTL · food-industry producers · sports-medicine clinics
What we build with AI
Time-series and event prediction on noisy real-world signal.
Detection, classification and measurement from video and imagery.
Structured signal out of unstructured documents and text.
Workflow automation, structured extraction, RAG assistants, human-in-the-loop agents. Specifics under NDA — happy to discuss in confidence.
Synthetic data generation and training pipelines where real data is scarce, sensitive, or imbalanced.
Featured AI work
Calving and oestrus prediction from rumen biosignal, hours-accurate.
AI cue-sheet matching for a commercial TV channel.
ML price-change forecasting for a commodities trading team.
Methodology
Every AI project lives or dies on what surrounds the model, not the model itself. Three rules we don't break:
If we can't measure whether it's working, we don't ship it. Evaluation comes first, not last.
Every autonomous path has a human stop. Autonomy is earned with evidence, not assumed.
A demo isn't production. We instrument behaviour in the real world before calling anything done.
Your data & IP
Get in touch
We'll tell you honestly whether ML is the right tool — and if it isn't, what is.