Production-grade machine learning models that improved forecasting, marketing spend, and job matching. Reed.co.uk has designed and deployed production-grade machine learning models that improved application forecasting, optimised marketing spend, and strengthened personalised job matching. Working alongside Godel, Reed.co.uk built predictive modelling, semantic recommendation systems, and a scalable MLOps foundation that is delivering commercial impact in a live recruitment environment.