Make the companies who put self-driving in their vehicles liable for the vehicles insurance. This would work two fold as this ensures the ability to meet the financial payout in the case of an accident because they have the financial backing of the whole company instead of an individual, and it incentivises them to improve safety to minimise insurance claims and costs.