Our regularly updated proprietary scores save you time and resources, so you can focus on what matters most: your competitive edge.
Our data is sourced from reliable sources and meticulously curated to ensure 99.9% accuracy, and completeness. Designed to work with predictive models out-of-the-box.
• Thatcham for base vehicle data.
• Manufacturer data.
• Euro NCAP for safety data.
• Gov.uk road accidents & safety (2019-2022).
• Gov.uk & ONS crime statistics.
• Publicly available vehicle price data.
• Full manual review of all 75k+ vehicles.
Missing values filled using alternate data sources where possible. Where not possible then filled using a nearest neighbour algorithm based on a combination of vehicle physical descriptions. Automatic outlier detection with manual review.
Fuel type classification to split regen and PHEV hybrid electric vehicles. Vehicle models split into generations and sub-generations to show evolution of vehicle. Body type reclassification, specifically to deal with SUVs. Manufacturer safety using Euro NCAP scores. Price depreciation curve to control old vehicles
3 risk factors (accident, injury, theft). 2 market factors (complete, residual). Petroelectric calculation.
Risk factors use accident / theft statistics smoothed and classified by vehicle physical characteristic SHAP values. Market factors use genetic modelling to reverse engineer market data & smooth results. Petroelectric uses KWh/BHP : CC ratio curve, which is adjusted across the range to account for change in profile as car size increases.
Turbocharge your insurance ML models with accurate, comprehensive vehicle data.