انشورنس ٹیلی میٹکس اور استعمال پر مبنی قیمتوں میں AI

Usage-based insurance (UBI) comes in two broad types. Pay-as-you-drive programs price mainly on mileage: drive less, pay less. Pay-how-you-drive programs go further and score behavior. Well-known US examples are Progressive Snapshot, Allstate Drivewise and State Farm Drive Safe & Save. Root built its pricing around a smartphone test-drive period before quoting. The data comes from a device plugged into the car's diagnostic port, a smartphone app, or the car itself through connected-vehicle services. Common signals include: - hard braking - rapid acceleration - sharp cornering - speed compared with the road - time of day (late-night driving carries more crash risk) - total miles - handling the phone while moving Software turns raw sensor streams into trips and events, and those into a driving score. The score becomes one rating factor alongside traditional ones like age, vehicle and claims history. It rarely replaces them. Why does it work? Directly measured behavior tends to predict claims better than proxies do. Insurers also benefit from self-selection: careful drivers are more likely to sign up, so the enrolled group is safer before any feedback changes behavior. Three misconceptions are common. First, programs are not always discount-only. Some insurers can raise rates for risky driving, and terms vary by company and state. Second, apps sometimes mistake passenger trips and bus rides for your own driving, which is why many let users dispute trips. Third, the 'AI' here is mostly signal processing and statistical modeling, not a camera watching you. The fairness and privacy concerns are real. Night-shift workers are penalized for hours they cannot choose, and city drivers brake more in stop-and-go traffic. In 2024, reporting showed some automakers had shared connected-car driving data with data brokers used by insurers, leading to lawsuits and regulatory scrutiny. Rules differ by place: California, for example, allows usage-based rating on verified mileage but not on driving behavior.