Once upon a time, the auto insurance industry relied on motor vehicle reports, drivers’ records, business addresses, financial credit reports, claims histories, policyholder-stated VIN and mileage information, etc. to make an underwriting and rating decision. This scant information provided a fuzzy picture of risk, at best, so insurers built in a pricing cushion to protect against losses and figured it all out at the end of the year.