Open data, open code, operational insight.

Fourteen local authorities, fragmented ANPR/Bluetooth feeds, and an annual commercial GPS licence the council wanted to replace.

Doubly-constrained gravity models fused with UK Census and DfT open data, served through an interactive dashboard and REST API. Methodology published on GitHub as open-od-toolkit.

City operators needed a unified situation picture for floating-car data with speed-anomaly detection and historical trend context.

Streaming ingestion of anonymised probe data, statistical change-point detection on corridor speeds, and LLM-assisted incident summaries delivered into the operator console.

A continuous framework for ad-hoc data engineering, profiling, and quality-assurance work across municipal data estates.

Registered once on the dynamic purchasing framework; individual call-offs delivered via our open-source data-quality-toolkit with declarative rules and AI-assisted anomaly detection.