ZeroDriverObservatory.com — Est. 2025 San Francisco, CA  |  Tracking the Autonomous Future

Scorecarding Autonomous Expansion

ZERO
DRIVER
OBSER
VATORY

Tracking the economic, social, and psychological footprint of driverless vehicles — city by city, block by block.

↓ Scroll to Read
10M+
Waymo Trips Completed
7
US Cities Active or Expanding
94%
of crashes caused by human error
San Francisco  ·  Los Angeles  ·  Phoenix  ·  Austin  ·  Miami  ·  Atlanta  ·  Nashville  ·  Washington D.C.  ·  Chicago  ·  New York  ·  Seattle  ·  San Francisco  ·  Los Angeles  ·  Phoenix  ·  Austin  ·  Miami  ·  Atlanta  ·  Nashville  ·  Washington D.C.  ·  Chicago  ·  New York  ·  Seattle  · 

Executive Summary

Waymo is no longer an experiment. It is an infrastructure decision — one being made without a referendum, imposed on neighborhoods, and felt by millions of workers and riders who never cast a vote on it.

This observatory tracks the full footprint of autonomous vehicle expansion: from quarterly ride counts and city approval battles to union protests, economic displacement, and the quieter psychological toll of being in a city that's changing faster than you can process it.

We begin in San Francisco — the only city where Waymos are genuinely ubiquitous, where a person can watch a white Jaguar stop at a crosswalk with no one inside and feel something they can't quite name. We expand outward from there.

This is not a technology newsletter. It's a record of a social force. Transportation has always shaped cities. This time, cities may have less say about it than ever before.

Autonomous Vehicles Urban Mobility Labor Economics Social Change Waymo Rideshare Disruption Public Space Tech Governance

Pros &
Cons

↑ Arguments For

01

Safety superiority

Human error causes roughly 94% of serious traffic crashes. Waymo's vehicles logged millions of miles with crash rates substantially below the national average. For road deaths — 40,000+ annually in the US — this is not a marginal improvement.

02

Democratizing mobility

Elderly riders, people with visual impairments, and those who can't drive gain independence. A Waymo is not a luxury product for a disabled San Franciscan — it's access to the city.

03

Reduced drunk & distracted driving

If autonomous vehicles become the primary late-night option, the reduction in impaired driving incidents could be statistically dramatic within a decade.

04

Consistent, available service

No surge pricing during high demand. No "driver is canceling" anxiety. No late nights stranded. For people who depend on rides, consistency is transformative.

↓ Arguments Against

01

Labor displacement

The US has ~1.5 million rideshare drivers and 230,000 taxi drivers. Autonomous vehicles don't augment this workforce — they eliminate it. Waymo offers no transition plan, no revenue share, no acknowledgment.

02

Democratic deficit

Cities have found Waymo expanding before regulatory frameworks existed. In several markets, full commercial deployment preceded any public vote, environmental review, or union consultation.

03

Surveillance architecture

Waymo vehicles generate enormous sensor data. Who owns it, how long it's retained, and whether it can be subpoenaed remain murky. The city becomes legible to the fleet in ways the public never consented to.

04

Public street congestion

Early evidence from San Francisco shows autonomous vehicles adding to surface congestion — particularly when vehicles "confuse" road conditions and stop. Critics call them a private tax on public roads.


City by
City

Waymo's rollout is not equal. Each city brings its own politics, labor conditions, regulatory posture, and cultural readiness. This is the living map.

Active — Full Commercial
San Francisco
Since 2022 (paid)  |  ~50,000 rides/week

The ground zero. SF residents have witnessed the full arc: curiosity, acceptance, backlash, normalization. The Waymo is as routine as Muni — and as controversial. Early incidents (vehicle blocking emergency access, confusing fire scenes) set the national template for protest.

↑ Sustained labor union opposition  ·  Public CPUC hearings

Active — Commercial
Los Angeles
Expanded 2024  |  Rapid growth

Hollywood Hills and WeHo first, then broader. LA's car culture makes AV adoption feel natural to some — and existential to others. The city's massive rideshare workforce is on alert.

↑ Teamsters organizing pressure

Active — Largest Fleet
Phoenix
Since 2020  |  Suburban grid, ideal conditions

Phoenix is Waymo's most permissive market — wide roads, minimal weather disruption, accommodating regulators. It's also where the company developed its operational muscle. The displacement is real here too, but quieter.

→ Low organized opposition

Expanding
Austin
Launched 2024  |  Geofenced zones

Austin's tech-bro culture initially embraced Waymo. But as expansion talks accelerated without city council input, a quieter skepticism is building — especially among gig workers for whom driving is the bridge to better.

↑ Regulatory friction emerging

Expanding
Miami
Planned launch 2025  |  Partnership announced

Miami's international character, heat, and intense rain create new operational challenges. The city's large immigrant taxi and rideshare driver community stands to lose disproportionately.

↑ City council scrutiny ongoing

Planned
Atlanta
Announced  |  No firm timeline

Atlanta's urban sprawl makes it a complex case. Public transit gaps that Waymo might fill — or widen. Black rideshare drivers, already experiencing platform discrimination, see autonomous expansion as another layer of algorithmic exclusion.

↑ Civil rights organizations monitoring

Contested
Nashville
Exploratory  |  No approval

Nashville's city council has signaled it wants oversight before any AV operator starts commercial rides. The question of whether Waymo respects that boundary — or moves anyway — will be a national precedent.

↑ Active council debate

Contested
Chicago
No approval sought  |  Union pressure high

Chicago's powerful labor movement and Democratic political machine present a genuinely different regulatory environment. Here, Waymo can't take regulatory capture for granted. The fight will be different.

↑ AFL-CIO organized opposition

Watching
New York
No timeline  |  TLC jurisdiction

New York's Taxi and Limousine Commission, congestion pricing infrastructure, and the world's most vocal cab and rideshare lobby make NYC the final frontier. If Waymo cracks NYC, the national argument is over.

↑ Strongest taxi union in US watching

I Ride the 38.
Now There's a Car With No One In It.

There is a bus line in San Francisco called the 38 Geary. It runs from the Transbay Terminal out through the Richmond District to the ocean. Some people call it the Dirty 30. Some people call it by other names. It is crowded and slow and frequently late, and I love it.

I love it the way you love something that is genuinely alive — because on that bus I am sitting next to a grandmother with grocery bags and a teenager with headphones turned up so loud I can hear exactly what she's listening to, and a man in a Giants jersey who is arguing, quietly but forcefully, with someone on the phone about something I will never know.

Transportation has always been a social force. The history of who gets to move through a city — how, and at what cost — is the history of that city's power. Highways killed neighborhoods. Subways made skylines. Highways prioritized the car. And now something new is arriving, and I'm watching it arrive, and I'm not sure I've fully understood it yet.

"I've watched a Waymo sit in front of my building, waiting for someone, for eleven minutes. There was no one inside. The car just — waited. I found it unsettling in a way I still struggle to articulate."

I have lived in San Francisco long enough to watch Waymo go from a curiosity — that strange white Jaguar with the sensor crown — to furniture. They are everywhere now. You walk out of a bar at midnight and there are three of them queued up like a dutiful fleet. You cross the street and one stops for you with an almost uncanny patience, no horn, no sigh, no slight forward lurch of impatience.

And then I think about the guy who used to drive that route. I think about the driver who, three or four years ago, was the one stopping. Who had a name and a story and probably a kid in middle school and an Uber rating he watched obsessively. I think about what happens to him.

I've also been to other cities — Nashville, Atlanta, Los Angeles — and I notice the same look on people's faces when I bring up Waymo. It's not quite fear and it's not quite wonder. It's something between them: the specific unease of knowing that something is coming and you weren't asked whether you wanted it.

I started this site because I believe the question of how we move through cities is not a technology question. It's a political one. It's a question about who decides, who benefits, who is displaced, and whether any of us — in San Francisco or Nashville or Atlanta — actually got a vote.

I don't think autonomous vehicles are evil. I don't think they're salvation. I think they are a social force, and I want to watch what they do to us.


The Pushback


What It
Does to
People

Economic — Literal

Rideshare & Taxi Displacement

The US has ~1.5 million gig rideshare workers. Autonomous vehicles don't replace the "job" — they eliminate the position entirely. Unlike factory automation, there's no retraining path from "Uber driver" to "Waymo engineer."

City Revenue Questions

Does Waymo's expansion generate tax revenue for cities? Currently, AV permits are priced far below the city infrastructure they consume. The public road is a subsidy.

Consumer Cost Uncertainty

Waymo rides in 2025 are competitively priced — sometimes cheaper than Uber. But with no driver to pay, long-term pricing is entirely at Waymo's discretion. There is no floor.

Psychological

Algorithmic Anxiety

Riders report unease at ceding control to a system they cannot read, predict, or appeal to. The car cannot be reasoned with. The route cannot be negotiated. This is not simply a preference — it triggers genuine stress responses in some users.

Alienation & Displacement

Sociologists studying urban technology note a pattern: when familiar interfaces change rapidly — and a person had no say — a sense of alienation follows. You are still in your city. But your city is no longer quite yours.

The Future Arrived Unannounced

Science fiction has always imagined the transition to autonomous vehicles as an event — a decision, a vote, a moment. Instead, it happened block by block, permit by permit. People feel unprepared because they were unprepared.

Social & Cultural

Loss of the Driver Relationship

The driver was a social node. They knew which hotels were worth it. Which routes to avoid. Which neighborhoods were changing. They were, often, immigrants who could tell you more about the city than any app. That knowledge is gone.

Public Space & Legitimacy

Waymo vehicles occupy public roads. They are owned by a private corporation. They are not accountable to elected officials. This is a new kind of presence in democratic space — and cities are still figuring out how to respond to it.

Democratizing Mobility — For Real

The case for AVs is not just theoretical. Disabled riders, elderly residents, and people in mobility deserts report genuine liberation. This cannot be dismissed. The question is whether these benefits required the tradeoffs we didn't vote on.


The Argument
That Stops You

94%
of serious traffic crashes involve human error — distraction, impairment, fatigue, aggression. This is the number Waymo leads with. It is not wrong.
40,000

Americans die in traffic crashes every year. That's roughly equivalent to a major commercial aviation disaster occurring every single day. Autonomous vehicles, if scaled, represent a serious path to ending this.

6.7M

Police-reported crashes annually in the US. The aggregate economic cost of traffic accidents — medical, legal, lost productivity — exceeds $340 billion per year. Safety is not a soft argument.

72%

Reduction in injury-causing crashes reported by Waymo compared to human-driven benchmarks in its published safety reports. Independent verification remains an active area of research and debate.

The safety case is the most powerful argument Waymo has. It also cannot be used to preempt every other concern. A technology can be safer and still require democratic governance of its rollout, labor protections for those it displaces, and public accountability for the surveillance infrastructure it creates.


We've Seen
This Before

Waymo follows a familiar pattern: a tech company enters an existing industry, routes around incumbent regulation, creates enormous value for some users, and leaves structural damage it does not clean up.

Waymo
2018 — Present
What it disrupted: Taxi, rideshare, bus in time
How it entered: Regulatory pilot programs, then scaled commercially
Labor impact: Eliminates driver position entirely — no contractor relationship, no income
Who benefited: Riders with mobility needs; safety advocates; investors
Who was harmed: 1.5M+ rideshare drivers; 230K taxi drivers; city transit funding
Regulatory response: Patchwork — CPUC approval, city-by-city negotiation
Uber
2009 — Present
What it disrupted: Taxi and livery industry
How it entered: "It's just an app" — operated in legal gray zones, expanded globally before regulated
Labor impact: Turned full-time drivers into gig contractors; stripped benefits
Who benefited: Urban riders; suburban users without cabs; executives and investors
Who was harmed: Taxi medallion holders (lost billions); workers misclassified
Regulatory response: AB5 in California; ongoing court battles worldwide
Airbnb
2008 — Present
What it disrupted: Hotel industry; housing rental market
How it entered: Technically illegal in most cities; scaled before cities noticed
Labor impact: Removed housing stock from long-term rental market; displaced tenants
Who benefited: Property owners; travelers; the platform
Who was harmed: Renters in tourist cities; hotel workers; neighbors
Regulatory response: NYC won. Most cities: partial restrictions, persistent evasion

The pattern: move fast, create scale, make removal politically impossible, then negotiate from strength. The public good is invoked; the private capture is the actual result. Waymo's safety argument is more honest than Airbnb's "community" rhetoric. The structural dynamic, however, is the same.


What You
Feel & Why

Loss of Control

Psychological research on human-machine interaction shows that loss of perceived control — not actual danger — produces the highest stress responses. Passengers in autonomous vehicles often rate identical scenarios as more frightening than in human-driven cars, despite lower objective risk.

The Surveillance Gaze

Being in a city full of sensor-equipped vehicles creates a persistent background awareness of being recorded. This is distinct from CCTV — the Waymo fleet moves through space with you. Researchers describe a mild but measurable shift in public behavior near AV fleets.

Future Shock, Urban Edition

Alvin Toffler's 1970 concept — that too much change too quickly causes psychological distress — applies acutely here. San Francisco residents report a sense of their city "becoming unrecognizable," not just from gentrification, but from an acceleration of transformation that feels ungoverned.

Uncanny Valley of Public Space

A car with no driver sitting at a red light is almost right — and therefore wrong. The brain registers something familiar and something fundamentally off simultaneously. Multiple SF residents describe the same feeling: "I know it's fine. And I still feel uneasy."

Displacement Without Moving

Displacement usually means you had to leave. Here, the feeling arrives while you're still in your neighborhood. The place changed around you. This creates a specific grief: you lost something you still technically have.

Algorithmic Distrust

When something goes wrong in a Waymo — or even seems like it might — there is no person to look at, no explanation to receive. The opacity of algorithmic decision-making produces a specific frustration: not anger at a person, but a sense of being subject to a system that cannot be held accountable.


The Governance
Question

Should a private company be able to roll out autonomous vehicles in a city before that city's residents have voted, its council has deliberated, or its labor unions have negotiated? This is the foundational governance question of the autonomous vehicle era — and it remains unanswered.

The Regulatory Vacuum

Federal law in the US does not give cities authority to prohibit autonomous vehicle testing or commercial operation on public roads. That authority lies primarily with states. Waymo has been adept at working with state regulators — particularly California's CPUC — while moving faster than city councils can respond.

The result is a democratic deficit: residents experience the consequences of a decision their elected representatives did not make, and in many cases, were not asked to make.

Several cities — Nashville, Chicago, and others — are now attempting to establish local AV governance frameworks before deployment. Whether this will succeed depends on whether federal preemption is interpreted broadly or narrowly — a question likely to reach the courts.

What Good Governance Looks Like

Advocates and scholars propose a framework: mandatory environmental impact reviews before commercial AV expansion; labor transition funds financed by per-ride AV fees; transparent data governance agreements governing sensor data retention and law enforcement access; meaningful city council consultation rights; and minimum service equity requirements ensuring AV service covers low-income and disabled-accessible zones.

None of these requirements currently exist at the federal level. A handful of cities are experimenting with versions of them. The AV industry, led by Waymo, opposes most binding frameworks while supporting voluntary safety reporting — a posture critics find familiar.