How Robotaxi Fleets Are Rewriting the Gig Playbook

Jonathan Baines spent roughly a decade driving for Lyft while building a career as a singer-songwriter. These days he works at a Nashville depot run by Lyft's Flexdrive subsidiary, where his job is moving Waymo's fully driverless robotaxi fleet through the facility and deciding when each vehicle is ready to return to passengers. According to Moneywise, drawing on interviews first given to Business Insider, the former driver says the work opens doors inside the autonomous-vehicle industry that driving could not reach. "It's new. It's innovative," he said.

Baines is not alone in trading the driver's seat for the depot floor. Chauncey Thompson, who spent about a decade in the rental-car business before driving for Lyft, now works as a fleet operations associate and told Moneywise he strongly prefers the new role to being behind the wheel, according to the outlet’s reporting. Flexdrive says its Nashville depot is expected to employ around seventy people as the fleet expands, handling cleaning, charging, inspections and repairs. That workload keeps growing because a robotaxi can log as many as one hundred thousand miles a year, compared with roughly forty thousand for a vehicle in the rental fleet. The robots are also not exactly graceful houseguests: the company has already racked up thousands of dollars in parking and traffic fines in Austin as its fleet expands, a reminder that driverless fleets generate plenty of unglamorous human paperwork along the way.

Robotaxi wage pressure is already here

The robotaxi industry is still tiny compared with the human one it threatens. According to a recent deep dive by the business publication The Daily Upside, Waymo operates about four thousand driverless cars across fifteen cities, completing roughly five hundred thousand rides a week. That is dwarfed by Uber's roughly three hundred million weekly trips worldwide. The displacement most drivers fear has not begun; by most estimates it is still decades away.

But wage data suggests the threat is already reshaping pay. According to rideshare tracking platform Gridwise, hourly gross wages for Uber and Lyft drivers rose 1.8 percent nationally in the final quarter of last year, yet fell 3.7 percent in Los Angeles and 1.7 percent in San Francisco, the two cities with the heaviest autonomous-vehicle presence. Veni Dhir of ADP's corporate venture capital arm described the pattern as the market pricing the future in advance: automation gives platforms an alternative, so they can squeeze driver pay today knowing that option caps what labor can demand.

The long-range math looks tougher still. According to a George Washington University study, the robotaxi transition could cut frontline driving jobs by between 57 and 76 percent, while Goldman Sachs put the potential global market at four hundred fifteen billion dollars by 2035. That kind of money guarantees the technology keeps expanding. For drivers watching their hourly rate slip in the cities where the cars are most visible, the future is arriving early in their paychecks.

The robotaxi-era side hustle still needs humans

Driving for Uber was about the easiest side income ever invented, according to Freelancer chief executive Matt Barrie: you needed a car and a phone and could be earning by the weekend. His warning is blunt: robotaxis will take a lot of that away, and pretending otherwise helps nobody. Studies from MIT and the University of North Carolina at Chapel Hill underscore the stakes, showing that app-based driving has become an informal safety net that otherwise unemployed workers rely on to get by.

Yet the same fleets keep producing oddly human-shaped work. Waymo has paid DoorDash gig workers and roadside-assistance contractors to rescue stranded vehicles, closing doors passengers leave ajar or towing cars that power down before reaching a charger. A fully driverless car still halts when a door sensor registers even a partial latch, and only a person can fix that. Barrie sees a broader pattern: every wave of automation needs people standing behind it, checking what the machines produce and fixing what goes wrong, and a surprising amount of that work is ending up as freelance work.

There is also political resistance. Activists in Washington, DC have lobbied against a bill to legalize robotaxis, and multiple Minneapolis council members backed legislation that would require paid human safety monitors in the vehicles, a proposal the company compared to a de facto ban. The Bureau of Labor Statistics, meanwhile, projects employment for taxi drivers, a category that includes ride-hailing drivers, to grow about nine percent between 2025 and 2035. The human driving job is not disappearing overnight, and some experts argue automation may simply absorb the demand that today's gig workforce cannot meet.

What does this mean if your side hustle has four wheels? A driver already knows how to manage time, navigate logistics and solve problems on the fly, and those skills transfer directly into fleet operations, inspections and the on-call rescue work autonomous fleets keep generating. The catch is flexibility: Federal Reserve data found 78 percent of app-based gig workers value the ability to choose their hours, a perk shift-based depot jobs may not match, and 41 percent say they would struggle to make ends meet without gig income at all. The smart move is to watch which parts of the job machines absorb and position for the parts they cannot do: the visual check, the charged battery, the door that has to be physically closed.

The old narrative treated the driving gig as the side hustle anyone could start by the weekend. The new one is stranger: the cars are learning to drive themselves, and the humans are learning to work beside them. For more on how AI is redrawing the freelance map, read our piece on digital freelancers facing more work for less pay in the AI cleanup era, and browse the full side hustles topic page for the playbook.