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Tesla Robotaxi AI Dodges Waymo, Avride: 2 Clips [2026]

Helena Marsh
Helena MarshEditor-in-Chief
13 min read
Tesla Robotaxi AI Dodges Waymo, Avride: 2 Clips [2026]

Tesla released a highlight reel on October 21, 2026 showing its Robotaxi software slowing down and stopping to avoid two separate run-ins with rival self-driving vehicles from Waymo and Avride. The clip landed hours ahead of Tesla’s Q3 earnings call, and it was posted not by Tesla’s marketing team but by Ashok Elluswamy, the company’s Vice President of AI, who captioned it simply “Robotaxi B-roll.”

No vehicles touched in either clip. But the footage, confirmed by outlets including Business Insider and its Taiwan edition, is doing something more interesting than a typical corporate highlight reel: it is putting Tesla’s collision-avoidance code on public display at the exact moment regulators, investors and rival robotaxi operators are all scrutinizing how these systems behave in the real world. For a company that has leaned on FSD software revenue to carry a chunk of its growth story, a video of the Full Self-Driving stack making the right call under pressure is exactly the kind of proof point Tesla wants circulating before analysts start asking questions.

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What the Tesla robotaxi video actually shows

Two clips make up the core of the reel. In the first, a Waymo robotaxi is seen making a wide right turn that briefly encroaches on the Tesla Robotaxi’s lane. Rather than threading past or accelerating through the gap, the Tesla vehicle slows and comes to a complete stop in its own lane, waiting for the Waymo car to complete its turn before moving again.

The second clip is set at night. An Avride vehicle moves into the Tesla Robotaxi’s path from the right side of the frame, and the Tesla car brakes in response. Business Insider’s reporting on the footage, along with the Taiwan edition’s coverage of the same reel, both describe the Tesla vehicle reacting defensively rather than attempting to force its way through either situation.

What the footage does not show matters just as much as what it does. There is no confirmation of exact vehicle models, no GPS-tagged location data, no disclosed speeds, and no published following distances or measured braking forces. Whether either encounter was actually heading toward a collision, or whether the Tesla system was simply being cautious around a car signaling a turn, is not something the raw video can settle on its own. Treat the clip as evidence of a defensive response, not as proof of an averted crash.

Why Tesla posted this the day before earnings

Timing is the story here as much as the footage itself. Tesla posted the B-roll on October 21, 2026, the same day as its Q3 2026 earnings call, where Robotaxi and Cybercab metrics featured heavily in management’s remarks. Tesla’s engineering chief, Lars Moravy, told investors the company was trying to get Cybercabs into customers’ hands by the end of 2026, while Elluswamy laid out a plan for unsupervised Full Self-Driving to reach customer-owned vehicles around the second quarter of 2027, with those cars folding into Tesla’s managed Robotaxi fleet rather than operating wherever an owner chooses.

Against that backdrop, a video showing the software making conservative, safety-first calls around two separate rivals reads as a deliberate signal to anyone questioning whether Tesla’s driverless ambitions are outrunning its safety record. It follows a run of Tesla posts about its Cybercab fleet expansion in Austin, where the company says more than 300 purpose-built Cybercabs were serving riders by October 10, an eightfold jump in roughly 30 days.

Tesla’s robotaxi footprint as of October 2026

Tesla’s Robotaxi service, accessed through its own Robotaxi app, has been running in Austin since June 2025 and has since layered in the dedicated two-seat Cybercab alongside its existing Model Y fleet. Reporting from late September through October 2026 places Tesla Robotaxi activity across seven U.S. metro areas: Austin, Dallas, Houston, Miami, Orlando, Tampa and the San Francisco Bay Area, though the scale of operation varies widely between those markets.

Austin remains the flagship market. Tesla’s own Robotaxi account said the city had grown past 300 Cybercabs by October 10, and the company has said it intends to expand the unsupervised Cybercab service into Dallas in November 2026, which would make Dallas the second city to get the steering-wheel-free vehicle rather than the human-monitored Model Y pilot. That expansion plan was reiterated on the October 21 earnings call, alongside Moravy’s target of beginning Cybercab customer deliveries, subject to regulatory sign-off, before year-end. Current Cybercab production, notably, is still going entirely into Tesla’s own fleet rather than to buyers.

Tesla’s software underpinning all of this converged on a single stack in October. Software update 2026.38.5.10, carrying FSD Supervised v14.3.13 and FSD 14.3 Lite, unified the model used across FSD, Actually Smart Summon and Robotaxi, and added a feature Tesla is calling Automatic Collision Evasion. That is the detail that gives the Waymo/Avride video its software angle: the braking and stopping behavior shown in the clip is not a bespoke Robotaxi-only trick, it is the same evasive-maneuver logic Tesla is now pushing into the broader FSD codebase that customer-owned vehicles already run.

How Waymo and Avride are positioned right now

Waymo is, by most measures, still the larger operator by vehicle count in Texas, and it has had a busy October of its own. The company closed a $5 billion term loan on October 8, its first-ever debt financing, specifically to fund expansion of autonomous ride-hailing in the U.S. and abroad. On October 14, Waymo opened its app to the public in San Antonio, San Diego and Tampa, including rides from San Antonio International Airport. On October 21, it began offering pickups and drop-offs at Harry Reid International Airport in Las Vegas. And on October 20, Waymo announced it was laying groundwork, not yet launching, a fully autonomous ride-hailing service in the Madrid region, targeting its first Spanish riders sometime in 2027. A similar announcement for Toronto landed October 16, targeting 2028.

Waymo also disclosed a less flattering number around the same period: roughly 140 crashes reported since June 2025, including eight in its latest four-week Texas reporting window. None of that data ties directly to the vehicle shown in Tesla’s video, and Waymo has not issued any public response to the clip as of this writing.

Avride, the autonomous-vehicle company with roots tracing back to Yandex, is running a narrower operation. It provides robotaxi rides through Uber in Dallas and is testing rides in Austin with a human safety driver still in the seat, a materially more conservative setup than Tesla’s unsupervised Cybercabs in the same city. Avride reported more than 800 employees as of mid-October and, separately from the robotaxi business, signed a deal on October 11 with Sodexo Campus to deploy sidewalk delivery robots across a network the companies described as roughly 425 partner colleges. Avride’s delivery-robot platform has already logged more than 600,000 commercial deliveries at campuses including Ohio State, Indiana University Bloomington, the University of Arizona and Salisbury University. In Texas incident data, Avride logged two crashes in its latest four-week reporting period, both in Dallas.

Tesla, Waymo and Avride at a glance

CompanyCurrent vehicle(s)Key U.S. markets (Oct. 2026)Safety driver statusRecent disclosure
TeslaModel Y Robotaxi, CybercabAustin, Dallas (planned Nov. 2026), Houston, Miami, Orlando, Tampa, SF Bay AreaUnsupervised in Austin Cybercabs300+ Cybercabs in Austin as of Oct. 10; first Robotaxi Safety Report published
WaymoJaguar I-Pace, Ojai-based vehiclesAustin, San Antonio, San Diego, Tampa, Las Vegas, Phoenix, SF, LAFully driverless in operating markets$5B debt financing closed Oct. 8; Madrid groundwork announced Oct. 20
AvrideHyundai Ioniq 5-based fleetDallas (via Uber), Austin (testing)Safety driver present in Austin testingSodexo Campus delivery-robot deal signed Oct. 11; 800+ employees

The software story behind the footage

Strip away the rivalry angle and what is left is a fairly ordinary piece of autonomous-vehicle engineering: a perception stack identifying an encroaching object, a planning layer deciding to yield rather than contest right-of-way, and a control layer executing the stop or the brake within whatever margin the system was tuned to accept. Tesla’s own release notes for software version 2026.38.5.10 describe exactly that kind of change, folding Automatic Collision Evasion into the same neural-network model that now drives FSD, Smart Summon and Robotaxi behavior across the fleet.

That unification matters for anyone tracking Tesla as a software company rather than just a carmaker. A collision-avoidance improvement built for Robotaxi does not stay siloed in the Robotaxi codebase; it rides along in the next FSD Supervised update pushed to hundreds of thousands of customer vehicles. It is the same logic Tesla leaned on when it told investors that FSD v15 would carry the Robotaxi stack into customer cars, a plan Elluswamy discussed on the October 21 earnings call alongside the Dallas expansion news. The B-roll clip, in that light, functions less like a dashcam compilation and more like a release-notes advertisement: proof that a specific software behavior shipped and worked on the day it mattered.

It also lands inside an active regulatory conversation. U.S. federal regulators were reported, as of October 21-22, to be examining whether a steering-wheel-free, pedal-free vehicle like the Cybercab meets existing vehicle safety standards built around the assumption of a human driver. A video demonstrating conservative, rule-abiding behavior around other autonomous vehicles is a useful exhibit to have in circulation while that review plays out, regardless of whether Tesla intended it that way.

Reading the safety numbers Tesla has published

Tesla has also been more forthcoming than usual about its own incident data this month. The company’s first Robotaxi Safety Report covered roughly 3.1 million driverless miles accumulated between January 22 and October 18, 2026, and reported 32 crashes in that window with no injuries, no airbag deployments and no pedestrian strikes among the described first-contact incidents. Separately, Texas incident filings tied to Tesla’s robotaxi operation were reported to have climbed to 36 unique reports, up from 22 in July, a reminder that fleet growth and incident counts tend to move together even when severity stays low.

Those numbers sit alongside the regulatory scrutiny Tesla’s robotaxi program is already facing. The company’s Robotaxi fleet has been under NHTSA review over school-zone speeds, and a separate 21-question software test tied to the Cybercab rollout has added another layer of oversight before Tesla can sell the vehicle to consumers. None of that is in direct conflict with the Waymo/Avride video, but it is the context investors are weighing it against.

Competitive comparison: three different bets on autonomy

The three companies in Tesla’s video are not running the same experiment. Waymo has built its business on fully driverless operation from day one in every market it serves, backing that approach with purpose-built hardware, a dedicated sensor suite, and now a $5 billion debt facility to keep scaling it. Avride is taking the more cautious route in Texas specifically, pairing a driverless Dallas product with a human-supervised Austin pilot, while leaning on a genuinely profitable side business in campus delivery robots to diversify its revenue while the robotaxi side matures.

Tesla’s bet is different again: reuse the same neural-network stack across millions of customer-owned cars and a growing managed robotaxi fleet, then let the volume of real-world miles do the training that purpose-built competitors get from smaller, more heavily instrumented fleets. The Waymo/Avride video is, in effect, Tesla arguing that the volume approach is catching up on the specific skill, yielding to other traffic safely, that skeptics have questioned most. Whether that argument holds up depends on data nobody outside Tesla, Waymo and Avride has full access to yet.

Historical context: robotaxi PR has a pattern

This is not the first time an autonomous-vehicle company has used footage to make a safety argument ahead of a high-stakes moment. Waymo itself has long published statistics on its own site claiming reductions in serious-injury crash rates compared with human drivers in the markets where it operates, framing its entire public narrative around measured safety improvement rather than viral clips. Tesla’s approach, built around short, shareable video rather than aggregate statistics, fits a company that has always preferred demonstrations over disclosures. It also echoes Tesla’s pattern around its robotaxi software tied to Elon Musk’s $158 billion pay package, where the company has repeatedly used Robotaxi milestones as proof points for a much larger financial story.

What is new here is the direct framing against two named competitors in the same clip. Most prior Tesla Robotaxi content has focused on Tesla’s own fleet growth or its Cybercab’s lack of a steering wheel and its delayed path to unsupervised FSD, rather than putting a Waymo vehicle and an Avride vehicle on screen by name.

Market impact: what investors are watching

Robotaxi metrics have become a meaningful part of how Tesla frames its growth story to Wall Street, especially as the company has pointed to FSD software revenue climbing sharply in its most recent quarter. A safety-forward video released the same day as earnings is unlikely to move Tesla’s stock on its own, but it slots into a broader narrative management is building: that the software is production-ready, that fleet scale is growing fast in Austin, and that Dallas is next. Investors parsing the October 21 call alongside this footage are effectively being asked to underwrite Tesla’s timeline for unsupervised FSD reaching customer cars by the second quarter of 2027, a date that depends heavily on exactly the kind of collision-avoidance performance the video is designed to showcase.

For Waymo and Avride, the stakes are more reputational than financial in the short term, since neither company’s valuation moves on a single viral clip. But both now have an incentive to respond, correct, or contextualize the footage if either can show the clip misrepresents what actually happened on the road. As of this writing, neither company has issued a public statement addressing the video directly.

What remains unverified

It is worth being precise about the limits of what this video proves. The footage does not establish that either encounter was genuinely heading toward a crash rather than a normal, low-risk lane adjustment. It does not include vehicle models, GPS coordinates, exact speeds, following distances or measured braking forces for either clip. And it does not support any claim that Tesla’s system is categorically safer than Waymo’s or Avride’s, a comparison that would require matched mileage, matched conditions and independently audited incident data rather than two edited clips. Readers should treat the B-roll as a demonstration of a specific software behavior working as designed in two instances, not as a settled verdict on which company builds the safer robotaxi.

Robotaxi safety and expansion data, October 2026

MetricTeslaWaymoAvride
Reported crashes (latest window)32 crashes over 3.1M driverless miles (Jan. 22-Oct. 18)~140 since June 2025; 8 in latest 4-week Texas window2 in latest 4-week Texas window, both in Dallas
Fleet scale note300+ Cybercabs in Austin as of Oct. 1020M+ lifetime trips; hundreds of thousands of weekly rides344 Ioniq 5s registered in Texas (reported)
Newest market moveDallas Cybercab launch planned Nov. 2026Las Vegas airport rides started Oct. 21; Madrid groundwork Oct. 20Sodexo Campus delivery-robot deal, Oct. 11
Funding/financial moveFSD software revenue up sharply in Q3 2026$5B debt financing closed Oct. 8800+ employees reported mid-October

Predictions: where this goes next

  • Expect Tesla to keep releasing short, software-focused clips rather than aggregate safety statistics, since the B-roll format travels further on social platforms than a spreadsheet of crash rates.
  • Waymo is more likely to respond with data than with a direct rebuttal, continuing its pattern of publishing injury-rate comparisons rather than engaging clip-by-clip with competitor marketing.
  • Tesla’s Dallas Cybercab launch, planned for November 2026, will be the next real test of whether the collision-avoidance behavior shown in this video holds up outside Austin’s more mature operating conditions.
  • Regulatory attention on the steering-wheel-free Cybercab is likely to intensify before Tesla’s stated end-of-2026 target for customer deliveries, given the open federal review into whether the vehicle meets existing safety standards.
  • Avride’s dual strategy, profitable delivery robots funding a more cautious robotaxi rollout, looks increasingly deliberate rather than a sign the company is behind; expect it to keep scaling delivery deals faster than its passenger fleet.

Frequently asked questions

What did Tesla’s robotaxi video actually show?
Two clips: a Tesla Robotaxi stopping in its lane while a Waymo vehicle completed a wide right turn that encroached on that lane, and a separate clip of a Tesla Robotaxi braking at night as an Avride vehicle moved into its path. No collision occurred in either clip.

Who posted the video and when?
Ashok Elluswamy, Tesla’s Vice President of AI, posted the footage on X on October 21, 2026, captioning it “Robotaxi B-roll,” hours ahead of Tesla’s Q3 2026 earnings call.

Does the video prove Tesla’s robotaxi is safer than Waymo or Avride?
No. The footage shows two specific instances of defensive driving behavior. It does not include the data, matched mileage, or independent audit that would be needed to support a broader safety comparison between the three companies.

Is the Tesla Robotaxi the same as the Cybercab?
Not exactly. Tesla Robotaxi is the ride-hailing service, accessed through the Robotaxi app, that currently runs on a mix of Model Y vehicles and the purpose-built Cybercab, a two-seat vehicle without a steering wheel or pedals.

Where does Tesla’s robotaxi service currently operate?
Reporting from late September through October 2026 places Tesla Robotaxi activity in Austin, Dallas, Houston, Miami, Orlando, Tampa and the San Francisco Bay Area, with Austin as the largest and most mature deployment.

What software update added the collision-avoidance behavior shown in the video?
Tesla’s October software update, version 2026.38.5.10 carrying FSD Supervised v14.3.13, unified the model behind FSD, Smart Summon and Robotaxi and added a feature Tesla calls Automatic Collision Evasion.

Have Waymo or Avride responded to the video?
Neither company had issued a public response to the footage as of this writing.

When is Tesla’s next robotaxi expansion?
Tesla has said it plans to expand unsupervised Cybercab service to Dallas in November 2026, which would make Dallas the second city to receive the steering-wheel-free vehicle.

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Helena Marsh

Helena Marsh

Editor-in-Chief

Helena Marsh is the Editor-in-Chief at TrendinTech, where she leads editorial strategy and oversees coverage across artificial intelligence, cybersecurity and enterprise technology. She believes technology reporting should be rigorous and plainly written, so readers understand what actually changes for them rather than what a company's announcement promises.

All stories by Helena Marsh (66)

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