• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
Techwaymo

Waymo experimenting with a generative AI frontier model, but exec says LiDAR and radar sensors important to self-driving safety ‘under all conditions’

Jessica Mathews
By
Jessica Mathews
Jessica Mathews
Senior Writer
Down Arrow Button Icon
Jessica Mathews
By
Jessica Mathews
Jessica Mathews
Senior Writer
Down Arrow Button Icon
August 15, 2025, 9:12 PM ET
Srikanth Thirumalai, vice president of onboard engineering at Waymo (Photo courtesy of Waymo)
Srikanth Thirumalai, vice president of onboard engineering at Waymo (Photo courtesy of Waymo)

Waymo is experimenting with generative AI and other technologies for its self-driving cars, but the company believes the assortment of laser sensors and radars mounted on its cars remains the safest way to run a robotaxi service at scale—at least for now.

“We’ve done a lot of research. We’re aware of what works and what doesn’t work at our scale and what we need to do,” Srikanth Thirumalai, who is vice president of onboard engineering for the current robotaxi industry incumbent, Waymo, said this week at the Ai4 Conference in Las Vegas. 

While rivals like Tesla are pushing self-driving cars that rely solely on video cameras, Waymo’s Thirumalai says the combination of LiDAR and radar provides “an additional safety net” to make sure that the company has the adequate data it needs to make driving decisions “under all conditions”—including extreme weather.

Thirumalai was speaking on stage in an interview with Fortune. Earlier that day, Thirumalai gave a solo presentation, describing Waymo’s AI stack and approach to safety in detail that has allowed the company to scale its operation to five cities by mid-2025 and conduct more than 100 million driverless miles. In his presentation, Thirumalai showed a video of how LiDAR sensors on the Waymo Jaguar I-PACE had picked up movement from human beings readying to jump in the road, even when the vehicle’s cameras had not—or a woman preparing to go around a stopped bus and directly into the path of a Waymo robotaxi. In both instances, Waymo’s robotaxi stopped or maneuvered out of the way to avoid contact with the pedestrians, according to the videos.

The presentation showed the stark contrast in approaches between Waymo and one of its newer rivals, Tesla, which launched a small-scale, invite-only robotaxi service in Austin this June, with safety drivers in the passenger seat. Tesla, which was demonstrating its full self-driving (FSD) technology via demo rides at the Ai4 Conference, is only using video cameras and its AI technology for FSD and Tesla Robotaxi, after years of Elon Musk stating that other sensors are expensive and unnecessary. “LiDAR is a fool’s errand,” Elon Musk said in 2019. “Anyone relying on LiDAR is doomed. Doomed! [They are] expensive sensors that are unnecessary.”

Thirumalai wouldn’t say directly whether he considered camera-only self-driving systems like Tesla’s to be safe for the public roads. He said that you have to consider “the whole process” of how a system is built, tested, then validated, and he also said that you cannot statistically compare Waymo’s system to another, because of the lack of comparable safety metrics. General Motors’ subsidiary Cruise, which also used LiDAR and radar systems, suspended operations earlier this year after it failed to relaunch after a serious accident in San Francisco. For context, Tesla said it had driven 7,000 driverless miles at the end of July, compared to Waymo’s 100 million.

“If we are talking about objective measures, then we have to look at the statistics of our safety record, at scale, right?” Thirumalai said. “When someone actually says: Yes, we matched your safety at your scale with a different system, that’s great. We’ll take that.” 

Waymo is regularly testing new technology as it becomes available, according to Thirumalai. As part of that experimentation, he said that Waymo has researched how multimodal models like Gemini can be incorporated into the Waymo tech stack (Waymo has not tested any other generative AI models besides Google’s Gemini, Thirumalai confirmed). The robotaxi company has published several papers of its research into multimodal models, including a city-scale traffic simulation with a generative world model as well as Waymo’s research around EMMA, Waymo’s End-to-end Multimodal Model for Autonomous driving. Waymo has reported that co-training its vehicles with EMMA helped with things like object detection and road graphs, saying there was “potential” for EMMA as a generalist model for autonomous driving applications. However, EMMA is expensive, can only process a small number of image frames, and does not incorporate LiDAR sensors or radar—all of which lead to “challenges” for using EMMA as a “standalone model for driving”

Thirumalai said incorporating generative AI models into the self-driving tech stack is an area of “intense research,” and that he believes this will continue. “But there’s a lot more work that’s going to be needed to make the system as simple as possible,” he said.

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
Jessica Mathews
By Jessica MathewsSenior Writer
LinkedIn iconTwitter icon

Jessica Mathews is a senior writer for Fortune covering transportation, defense tech, and Elon Musk’s companies.

See full bioRight Arrow Button Icon

Latest in Tech

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
Fortune Secondary Logo
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

OpenAI logo is seen in this photo illustration with the South Korean flag in the background
AIOpenAI
‘Could it kill someone?’ A Seoul woman allegedly used ChatGPT to help carry out two murders in South Korean motels
By Catherina GioinoMarch 2, 2026
9 hours ago
Sam Altman speaking into a mic.
AIOpenAI
OpenAI’s Pentagon deal raises new questions about AI and mass surveillance
By Beatrice NolanMarch 2, 2026
9 hours ago
iran
AIIran
Iran has the intent—and increasingly the tools—for AI-powered cyberattacks
By Sharon GoldmanMarch 2, 2026
11 hours ago
AITech
Anthropic’s Claude overtakes ChatGPT in App Store as users boycott over OpenAI’s $200 million Pentagon contract
By Marco Quiroz-GutierrezMarch 2, 2026
12 hours ago
dave ricks
AIScience
Tech giants see a cure for cancer in AI. But Eli Lilly’s CEO finds it ‘not particularly good’ at solving biology or chemistry problems
By Jake AngeloMarch 2, 2026
12 hours ago
Photo of a young man holding a smartphone having his face scanned
LawSocial Media
Social media companies are fighting the ‘age verification trap’ as collecting biometrics on kids violates privacy rights
By Catherina GioinoMarch 2, 2026
13 hours ago

Most Popular

placeholder alt text
Middle East
U.S. military gives Iran a taste of its own medicine with cheap copycat Shahed drones, while concern shifts to munitions supply in extended conflict
By Jason MaMarch 1, 2026
1 day ago
placeholder alt text
Success
MacKenzie Scott's close relationship with Toni Morrison long before Amazon put Scott on the path to give more than $1 billion to HBCUs
By Sasha RogelbergMarch 1, 2026
2 days ago
placeholder alt text
Economy
Your grandparents are the reason the U.S. isn't in a recession right now. That won't last forever
By Eleanor PringleMarch 1, 2026
2 days ago
placeholder alt text
AI
American schools weren’t broken until Silicon Valley used a lie to convince them they were—now reading and math scores are plummeting
By Sasha RogelbergMarch 1, 2026
1 day ago
placeholder alt text
Success
Slack cofounder says workers and CEOs can get stuck doing 'fake' work like pre-meetings and slideshows
By Emma BurleighMarch 1, 2026
2 days ago
placeholder alt text
Health
Gen Z men are eating ‘boy kibble,’ the human equivalent to dog food, to load up on protein cheaply
By Jake AngeloMarch 1, 2026
2 days ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.