Car insurance is the most widely held type of general insurance product in the UK (and in most other developed countries), with 74% of households purchasing one or more policies in 2016. But the homogeneity of these insurance products leads to high price sensitivity with a high fluctuation of contracts and corresponding large customer acquisition costs.