We partnered with the in‑house data science team at one of the UK’s most widely used data platforms for estate agents—built around a large proprietary national property database—to accelerate innovation with modern ML/AI. Following a deep audit of models, data flows, and product features, we engineered numerous production data pipelines, improved development workflows, and integrated updated ML models to enrich data and unlock new prospecting and client‑nurturing capabilities for agents.