Fleet Sizing: Autonomous Cars Needed to Re-Image All Continental U.S. Roads in One Year

Quick Overview

An estimation exercise for a mapping product manager: work out how many self-driving camera cars it would take to re-image every road in the continental United States within a single year. It tests building a fleet-sizing equation, estimating road mileage and capture speed, and accounting for daylight, weather and downtime.

Fleet Sizing: Autonomous Cars Needed to Re-Image All Continental U.S. Roads in One Year

Company: Dropbox

Role: Product Manager

Category: Product / Decision Making

Difficulty: medium

Interview Round: Other

You are a product manager on Google Maps. The team wants to refresh Street View imagery across the entire continental United States using self-driving cars. How many cars would it take to re-map the whole area within one year? ```hint Two halves of one equation Turn the job into total hours of driving, then work out how many useful hours one car can deliver in a year. Daylight and weather limit the second number more than the car does. ``` ### Clarifying Questions - Does re-mapping mean driving every public road once, including unpaved rural roads, or only roads that already have street-level imagery? - Does capture need daylight and dry weather, or can some sensors keep working at night? - Can the cars drive autonomously on every road type and in every region, or will some areas need a human driver? - Can cars move between regions during the year, for example heading south while northern roads are under snow? ### What a Strong Answer Covers - A precise definition of the job (which roads, how many passes) stated as explicit assumptions - A fleet equation that converts road miles into driving hours and divides by productive hours per car - A defensible estimate of U.S. road mileage and average capture speed, with a sanity check - Realistic limits on each car's year: daylight, weather, charging, maintenance and a spare margin - A range, plus the assumptions that move the answer most ### Follow-up Questions - If the deadline shrank to six months, or only cities needed a yearly refresh while rural roads were refreshed every few years, how would the fleet change? - How would you decide whether a full annual re-map is worth its cost in the first place? - Which parts of the plan change if the cars cannot run autonomously on unpaved or mountain roads?

Overview: An estimation exercise for a mapping product manager: work out how many self-driving camera cars it would take to re-image every road in the continental United States within a single year. It tests building a fleet-sizing equation, estimating road mileage and capture speed, and accounting for daylight, weather and downtime.

Dropbox logo
Dropbox
Oct 28, 2025
mediumProduct ManagerOtherProduct / Decision Making
0
0

You are a product manager on Google Maps. The team wants to refresh Street View imagery across the entire continental United States using self-driving cars. How many cars would it take to re-map the whole area within one year?

Clarifying Questions Guidance

  • Does re-mapping mean driving every public road once, including unpaved rural roads, or only roads that already have street-level imagery?
  • Does capture need daylight and dry weather, or can some sensors keep working at night?
  • Can the cars drive autonomously on every road type and in every region, or will some areas need a human driver?
  • Can cars move between regions during the year, for example heading south while northern roads are under snow?

What a Strong Answer Covers Guidance

  • A precise definition of the job (which roads, how many passes) stated as explicit assumptions
  • A fleet equation that converts road miles into driving hours and divides by productive hours per car
  • A defensible estimate of U.S. road mileage and average capture speed, with a sanity check
  • Realistic limits on each car's year: daylight, weather, charging, maintenance and a spare margin
  • A range, plus the assumptions that move the answer most

Follow-up Questions Guidance

  • If the deadline shrank to six months, or only cities needed a yearly refresh while rural roads were refreshed every few years, how would the fleet change?
  • How would you decide whether a full annual re-map is worth its cost in the first place?
  • Which parts of the plan change if the cars cannot run autonomously on unpaved or mountain roads?