Fred Wilson chose the perfect quote by William Gibson, here, to describe the current status of self-driving cars: "The future is already here — it's just not very evenly distributed." That's how it feels right now.
Waymo isn't in Toronto yet, but they are expanding rapidly throughout the US and elsewhere. Last week they announced fully autonomous driving in five new cities: Miami, Dallas, Houston, San Antonio, and Orlando. Autonomy is here, as we have talked about many times. There's no longer a question.
But what's interesting is that we're at the point in the hype cycle where expectations are not as inflated as they were a number of years ago (at least that's the way it appears to me). Years ago, everyone in real estate was talking about how it would disrupt parking requirements and reshape the landscape of our cities.
So when does this happen?
Fred ended his post by saying that "the downstream effects of this technology and behavior change are going to be profound." But he doesn't get into what these changes might be. Let's do a reminder of that now. Some of the most commonly believed consequences are as follows:
Cars consume a vast amount of real estate and also spend the vast majority of their lives just sitting around idle. Switching to a "mobility-as-a-service" model will require dramatically less parking. This is going to force landlords to repurpose the parking they already have and it's going to encourage developers to build new buildings with reduced parking, or no parking at all. That will be good for housing affordability.
However, the autonomous vehicles will need to park and corral somewhere at some point. My guess is that we will see something akin to rail yards today. This would be a good use for some of our excess parking, though this use won't require nearly as much. I would also imagine that many of the cars will leave the most valuable and dense parts of a city during off-peak periods.
At the same time, it's not clear what the winning business model for AVs will be. Will it be a Waymo-like model where the ride-hailing company owns and operates all of the cars? Will it be a Tesla Robotaxi model where individuals own the cars and put them out to work? In this case, maybe the Robotaxis just go back to people's individual garages. Or will Uber remain the dominant platform? Meaning, an asset-light model that aggregates customer demand remains the highest-value component of the stack. Personally, I can't see Tesla's Robotaxi model being very lucrative for individual owners, so I'm inclined to look toward Waymo and Uber.
Fred Wilson chose the perfect quote by William Gibson, here, to describe the current status of self-driving cars: "The future is already here — it's just not very evenly distributed." That's how it feels right now.
Waymo isn't in Toronto yet, but they are expanding rapidly throughout the US and elsewhere. Last week they announced fully autonomous driving in five new cities: Miami, Dallas, Houston, San Antonio, and Orlando. Autonomy is here, as we have talked about many times. There's no longer a question.
But what's interesting is that we're at the point in the hype cycle where expectations are not as inflated as they were a number of years ago (at least that's the way it appears to me). Years ago, everyone in real estate was talking about how it would disrupt parking requirements and reshape the landscape of our cities.
So when does this happen?
Fred ended his post by saying that "the downstream effects of this technology and behavior change are going to be profound." But he doesn't get into what these changes might be. Let's do a reminder of that now. Some of the most commonly believed consequences are as follows:
Cars consume a vast amount of real estate and also spend the vast majority of their lives just sitting around idle. Switching to a "mobility-as-a-service" model will require dramatically less parking. This is going to force landlords to repurpose the parking they already have and it's going to encourage developers to build new buildings with reduced parking, or no parking at all. That will be good for housing affordability.
However, the autonomous vehicles will need to park and corral somewhere at some point. My guess is that we will see something akin to rail yards today. This would be a good use for some of our excess parking, though this use won't require nearly as much. I would also imagine that many of the cars will leave the most valuable and dense parts of a city during off-peak periods.
At the same time, it's not clear what the winning business model for AVs will be. Will it be a Waymo-like model where the ride-hailing company owns and operates all of the cars? Will it be a Tesla Robotaxi model where individuals own the cars and put them out to work? In this case, maybe the Robotaxis just go back to people's individual garages. Or will Uber remain the dominant platform? Meaning, an asset-light model that aggregates customer demand remains the highest-value component of the stack. Personally, I can't see Tesla's Robotaxi model being very lucrative for individual owners, so I'm inclined to look toward Waymo and Uber.
About a year ago, I wrote this post saying that autonomous vehicles were already safer than human-driven ones. This claim was based on safety data from Waymo and about 22 million rider-only miles. (Rider-only means no human driver.) A year later, Waymo now has over 96 million rider-only miles across Los Angeles, San Francisco, Phoenix, and Austin (through to June 2025) — and their safety record is only becoming more compelling.
Here's an updated data set and a chart showing any-injury-reported crashes (average benchmark vs. Waymo):
About a year ago, I wrote this post saying that autonomous vehicles were already safer than human-driven ones. This claim was based on safety data from Waymo and about 22 million rider-only miles. (Rider-only means no human driver.) A year later, Waymo now has over 96 million rider-only miles across Los Angeles, San Francisco, Phoenix, and Austin (through to June 2025) — and their safety record is only becoming more compelling.
Here's an updated data set and a chart showing any-injury-reported crashes (average benchmark vs. Waymo):
Waymo has just been granted approval to test its autonomous vehicles in New York City. The permit allows up to eight of the company's Jaguar SUVs to circulate in Manhattan and downtown Brooklyn. And according to the company, the plan is to start "immediately." This first approval only runs until the end of September, after which it will need to be extended — but I'm guessing that shouldn't be too difficult to obtain.
What's noteworthy about this announcement is that (1) New York City is a big and complex place and (2) it's the first city for Waymo that receives snow. The company currently operates in San Francisco, Austin, Phoenix, and Los Angeles.
That said, the company has been doing cold weather testing since, I think, 2012. And in 2016, they opened a 53,000-square-foot self-driving center in Michigan for this purpose. They've also run tests in Truckee, California, Upstate New York, and the Detroit area. So presumably its sensors are ready to melt snow and ice. But it's looking like the true test will be on the streets of New York.
Waymo has just been granted approval to test its autonomous vehicles in New York City. The permit allows up to eight of the company's Jaguar SUVs to circulate in Manhattan and downtown Brooklyn. And according to the company, the plan is to start "immediately." This first approval only runs until the end of September, after which it will need to be extended — but I'm guessing that shouldn't be too difficult to obtain.
What's noteworthy about this announcement is that (1) New York City is a big and complex place and (2) it's the first city for Waymo that receives snow. The company currently operates in San Francisco, Austin, Phoenix, and Los Angeles.
That said, the company has been doing cold weather testing since, I think, 2012. And in 2016, they opened a 53,000-square-foot self-driving center in Michigan for this purpose. They've also run tests in Truckee, California, Upstate New York, and the Detroit area. So presumably its sensors are ready to melt snow and ice. But it's looking like the true test will be on the streets of New York.
Street parking will be replaced by a proliferation of pick-up/drop-off zones. This urban design problem will need to be solved as we dramatically increase the number of people getting in and out of AVs on busy urban streets.
In the mid-1990s, Italian physicist Cesare Marchetti remarked that, all throughout history, humans have tended to cap their commute times at about 60 minutes per day. Something like a half hour each way. This became known as Marchetti's Constant. What this has meant is that as new technologies (streetcars, cars, and so on) allowed us to move faster within that 60 minutes, humans have tended to sprawl further outward. Will AVs do the same, and could they actually break Marchetti's Constant?
As we all know, the key difference with AVs is that we will no longer need to pay attention to our commute. We could sit in an AV and sleep, work, watch a movie, or do whatever else we'd like. One can think of it like a mobile office or mobile living room. This should, in theory, make commuting long distances a lot more enjoyable and encourage even greater "super sprawl."
The counterforce to this phenomenon is that if more people are willing to commute long distances in an AV, we will see demand greatly outstrip supply on our roads. In other words, traffic congestion in large cities will get even worse. I think this will force more/most cities to adopt congestion pricing. Politically, it will finally become acceptable, because now we'll be able to use "the machines" as our scapegoat. They're overrunning our cities! Ironically, this means that we won't adopt the thing that makes driving a lot better until we all stop driving.
So where do these opposing forces ultimately net out? Well, my view (and bias) is that human-scaled walkable communities will always have value. We are social animals. I also think that the experience within our cities will improve dramatically. Pedestrian safety will increase (the data already supports this) and far less space will be dedicated to cars. Good.
At the same time, I think that reducing commute friction will encourage an exurban explosion. Like the technologies that came before AVs, it's going to empower humans to further decentralize. What this will do is exacerbate the divide between our urban cores and our suburban and exurban fringes.
Of course, this is just me surmising. I don't really know. But AVs are here, and I think it's time we get back to discussing and planning for the second and third-order effects of this technology.
Street parking will be replaced by a proliferation of pick-up/drop-off zones. This urban design problem will need to be solved as we dramatically increase the number of people getting in and out of AVs on busy urban streets.
In the mid-1990s, Italian physicist Cesare Marchetti remarked that, all throughout history, humans have tended to cap their commute times at about 60 minutes per day. Something like a half hour each way. This became known as Marchetti's Constant. What this has meant is that as new technologies (streetcars, cars, and so on) allowed us to move faster within that 60 minutes, humans have tended to sprawl further outward. Will AVs do the same, and could they actually break Marchetti's Constant?
As we all know, the key difference with AVs is that we will no longer need to pay attention to our commute. We could sit in an AV and sleep, work, watch a movie, or do whatever else we'd like. One can think of it like a mobile office or mobile living room. This should, in theory, make commuting long distances a lot more enjoyable and encourage even greater "super sprawl."
The counterforce to this phenomenon is that if more people are willing to commute long distances in an AV, we will see demand greatly outstrip supply on our roads. In other words, traffic congestion in large cities will get even worse. I think this will force more/most cities to adopt congestion pricing. Politically, it will finally become acceptable, because now we'll be able to use "the machines" as our scapegoat. They're overrunning our cities! Ironically, this means that we won't adopt the thing that makes driving a lot better until we all stop driving.
So where do these opposing forces ultimately net out? Well, my view (and bias) is that human-scaled walkable communities will always have value. We are social animals. I also think that the experience within our cities will improve dramatically. Pedestrian safety will increase (the data already supports this) and far less space will be dedicated to cars. Good.
At the same time, I think that reducing commute friction will encourage an exurban explosion. Like the technologies that came before AVs, it's going to empower humans to further decentralize. What this will do is exacerbate the divide between our urban cores and our suburban and exurban fringes.
Of course, this is just me surmising. I don't really know. But AVs are here, and I think it's time we get back to discussing and planning for the second and third-order effects of this technology.
What immediately stands out is that Waymo has virtually eliminated the most common and deadly type of crash: vehicle-to-vehicle crashes within intersections. Compared to the benchmark, they are down 96%. They've also reduced single-vehicle crashes by 96%, pedestrian crashes by 92%, motorcycle crashes by 89%, and cyclist crashes by 78%. These are all remarkable figures and evidence that we are solving one of society's greatest safety problems.
It also tells me that, as humans, our driving days are numbered. Pretty soon nobody will want us behind the wheel of a car. It will be viewed as too dangerous. And that's fine by me.
Next should be Toronto.
What immediately stands out is that Waymo has virtually eliminated the most common and deadly type of crash: vehicle-to-vehicle crashes within intersections. Compared to the benchmark, they are down 96%. They've also reduced single-vehicle crashes by 96%, pedestrian crashes by 92%, motorcycle crashes by 89%, and cyclist crashes by 78%. These are all remarkable figures and evidence that we are solving one of society's greatest safety problems.
It also tells me that, as humans, our driving days are numbered. Pretty soon nobody will want us behind the wheel of a car. It will be viewed as too dangerous. And that's fine by me.
Next should be Toronto.
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Brandon Donnelly
Daily insights for city builders. Published since 2013 by Toronto-based real estate developer Brandon Donnelly.
Brandon Donnelly
Daily insights for city builders. Published since 2013 by Toronto-based real estate developer Brandon Donnelly.
