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There’s yet another group in all of this, which includes China’s BYD (BYDDY +0.87%) and Rivian (RIVN +0.54%), which are developing robotaxis but partnering with Uber to allow the latter to build out the network.
The groups can be defined as transportation-as-a-service (TaaS) companies (Tesla, Waymo, and Zoox), automakers with autonomy (Ford and GM), and aggregators (Rivian and BYD), with Uber as a platform owner.
The crux of the debate
The argument centers on the role of electric vehicles (EVs) and their deployment as robotaxis. Although EVs tend to be more expensive up front than traditional internal combustion engine (ICE) cars, they offer a significant cost-per-mile advantage. As such, the optimal use of an EV is as an autonomous robotaxi operating continuously to maximize its cost-benefit.
Consequently, TaaS company leaders, Tesla Chief Executive Officer Elon Musk, don’t believe that robotaxis are an optional extra to an EV business; instead, they see it as the core business. That’s why Musk argued on an earnings call in January that “we would make several times more Cybercabs per year than all of our other vehicles combined.”
That approach differs from the strategy taken by Ford and GM. GM CEO Mary Barra recently outlined in a CNBC interview that GM wanted to serve the market for personal autonomy, meaning drivers owning the vehicle and using autonomous technology when they want it.

Image source: Getty Images.
A cynic would argue that Ford and GM might take this approach because they failed to develop robotaxis or develop a foothold in the EV market despite massive investment. Note that Ford CEO Jim Farley told investors in April 2018 that Ford would own and operate a robotaxi network by 2021.
Still, whether it’s by design or necessity, selling cars, probably with autonomy in the future, is the approach that Ford and GM are taking. Given the history of personal ownership of transportation, there will ly be a market for them. Whether they develop EVs to capitalize on the shift toward electrification is another question.
Where the robotaxi war will be won
For Tesla bulls, the company’s camera-only approach, EV leadership, manufacturing scale, low-cost dedicated robotaxi Cybercab, its enormous accumulation of full self-driving (FSD) data, and its vertically integrated model (which lowers risk of supply chain disruption) create huge structural advantages.
Alphabet (Waymo) and Amazon (Zoox) bulls hope that technological costs will drop, notably for light detection and ranging (lidar), thereby increasing their competitiveness. Meanwhile, Uber is somewhat agnostic about how its autonomous vehicle partners develop hardware/software. In contrast, its partners can bypass the need to handle complex operational matters around robotaxis by being part of Uber’s platform.
Those potential partners, including vehicle developers, are using, say, Nvidia‘s Alpamayo to develop autonomous driving software.
TSLA – Tesla
$362.44-$4.72 (-1.29%)
NASDAQ · As of 4:00 PM ET 10/15/26
Premium Feature
Moneyball Superscore65/100
Key data points
Market capMarket cap calculated using publicly traded s outstanding only. Does not include unlisted, private, or dual-class non-traded s. Implied market cap may vary.$1.43T
Day’s range$355.23 – $363.75
52wk range$297.38 – $498.83
Volume2.5M
Avg volume37.2M
Gross margin18.85%
Which companies will win out?
Tesla and BYD, with some caveats. If Tesla does develop its FSD software as planned and receives regulatory approvals, its structural cost advantages, data, and lack of geofencing will ly create a significant moat, giving it a high lifetime cost and cost-per-mile advantage that Waymo, Zoox, and others will find extremely difficult to compete with. Not least because Tesla already has a more than 50% of the U.S. EV market. In other words, it’s already leading in hardware development.
BYD is also a major player in EVs, and its low-cost vehicles could be a force in the international markets. As for the caveat, if it turns out that Mary Barra is right, the failure to develop new models for the EV market while aggressively ramping up Cybercab production could come back to haunt Tesla down the line. Moreover, Tesla stock is clearly priced with the assumption that its robotaxi rollout will work.
The reality is that the outcome will be somewhere between what Tesla and Barra want: Autonomous robotaxis will induce individuals to forgo personal car ownership, given their lower cost profile, while many consumers continue to favor car ownership. The advantage Tesla and BYD have is that they also hold leading positions in the hardware (EVs) that the market is ly to move toward, whereas the others aren’t there yet.
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About the Author
Lee Samaha is a contributing Stock Market Analyst at The Motley Fool covering industrials, electricals, energy, materials, transportation, and infrastructure stocks. Prior to The Motley Fool, Lee was a Civil Engineer and Investment Manager. He holds a Bachelor of Civil and Structural Engineering from Southampton University and a Certificate in Investment Management from Chartered Institute for Securities & Investment. Lee first cut his investing teeth on The Motley Fool bulletin boards (commonly referred to as the “Fool Boards,”) and he’s infinitely grateful to all of the investors he learned from in this powerful investing community.
Stocks Mentioned

Alphabet
NASDAQ: GOOGL
$349.22
(+0.45%)+$1.58
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Motley Fool Stock Advisor’s Latest Pick
—% Avg Return

Amazon
NASDAQ: AMZN
$254.76
(+0.27%)+$0.68

Ford Motor Company
NYSE: F
$12.31
(+2.16%)+$0.26

General Motors
NYSE: GM
$83.66
(+0.73%)+$0.61

Tesla
NASDAQ: TSLA
$362.44
(-1.29%)-$4.72

BYD Company
OTC: BYDDY
$9.30
(+0.87%)+$0.08

Alphabet
NASDAQ: GOOG
$344.91
(+0.37%)+$1.26

Uber Technologies
NYSE: UBER
$71.27
(+2.86%)+$1.98

Rivian Automotive
NASDAQ: RIVN
$13.02
(+0.54%)+$0.07

Nvidia
NASDAQ: NVDA
$217.23
(-1.84%)-$4.07
*Average returns of all recommendations since inception. Cost basis and return based on previous market day close.
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