Live · The Road to Autonomy Indices
.RCI · Robotaxi Confidence Index 50.8 ▲ +0.4 .ADLCI · Autonomous Driving Licensing Confidence Index 32.8 ▼ +0.4 .ATCI · Autonomous Trucks Confidence Index 40.2 ▼ +0.4 .DCI · Delivery Bots Confidence Index 53.1 ▼ +0.7 WaymoUS 79.6 ▲ +2.3 Baidu Apollo GoCN 78.0 ▼ -1.9 WeRideCN 68.6 ▲ +12.5 Starship TechnologiesEE 67.4 ▲ +2.8 Pony.aiCN 60.5 ▼ -0.8 NeolixCN 56.5 ▼ -4.7 Serve RoboticsUS 52.3 ▼ -9.3 AuroraUS 51.8 ▼ -2.0 KodiakUS 51.3 ▼ -9.3 CocoUS 49.6 ▼ -1.3 Cao Cao MobilityCN 47.0 ▲ +2.8 MeituanCN 45.4 ▲ +0.8 TeslaUS 44.4 ▲ +0.8 Didi Autonomous DrivingCN 42.9 ▼ -4.9 Applied IntuitionUS 41.5 ▼ -4.8 DoorDash DotUS 41.4 ▼ -0.8 MomentaCN 40.4 ▲ +2.2 Bot AutoUS 39.9 ▲ +1.5 Volvo Autonomous SolutionsSE 39.8 ▼ -4.1 ZooxUS 38.3 ▼ -1.4 MotionalUS 35.1 ▲ +4.2 Avride PodUS 34.8 ▲ +4.5 AvrideUS 33.9 ▲ +2.2 May MobilityUS 33.5 ▼ -0.6 XPengCN 32.3 ▼ -13.8 DeepRoute.aiCN 32.1 ▼ -1.5 WaabiCA 31.3 ▲ +2.4 TorcUS 30.7 ▼ -2.5 MobileyeIL 29.3 ▼ -4.4 WayveGB 27.3 ▼ -0.7 VerneHR 26.0 ▲ +4.1 MOIA AmericaDE 24.5 ▼ -0.1 AutobrainsIL 22.1 ▲ +0.5 Stack AVUS 21.3 ▲ +2.5 NuroUS 21.1 ▲ +2.1 PlusAIUS 19.8 ▲ +2.8 Tensor AutoUS 19.7 ▲ +4.1 Helm.aiUS 17.5 ▼ -0.5 HUMAINSA 2.1 – 0.0 .RCI · Robotaxi Confidence Index 50.8 ▲ +0.4 .ADLCI · Autonomous Driving Licensing Confidence Index 32.8 ▼ +0.4 .ATCI · Autonomous Trucks Confidence Index 40.2 ▼ +0.4 .DCI · Delivery Bots Confidence Index 53.1 ▼ +0.7 WaymoUS 79.6 ▲ +2.3 Baidu Apollo GoCN 78.0 ▼ -1.9 WeRideCN 68.6 ▲ +12.5 Starship TechnologiesEE 67.4 ▲ +2.8 Pony.aiCN 60.5 ▼ -0.8 NeolixCN 56.5 ▼ -4.7 Serve RoboticsUS 52.3 ▼ -9.3 AuroraUS 51.8 ▼ -2.0 KodiakUS 51.3 ▼ -9.3 CocoUS 49.6 ▼ -1.3 Cao Cao MobilityCN 47.0 ▲ +2.8 MeituanCN 45.4 ▲ +0.8 TeslaUS 44.4 ▲ +0.8 Didi Autonomous DrivingCN 42.9 ▼ -4.9 Applied IntuitionUS 41.5 ▼ -4.8 DoorDash DotUS 41.4 ▼ -0.8 MomentaCN 40.4 ▲ +2.2 Bot AutoUS 39.9 ▲ +1.5 Volvo Autonomous SolutionsSE 39.8 ▼ -4.1 ZooxUS 38.3 ▼ -1.4 MotionalUS 35.1 ▲ +4.2 Avride PodUS 34.8 ▲ +4.5 AvrideUS 33.9 ▲ +2.2 May MobilityUS 33.5 ▼ -0.6 XPengCN 32.3 ▼ -13.8 DeepRoute.aiCN 32.1 ▼ -1.5 WaabiCA 31.3 ▲ +2.4 TorcUS 30.7 ▼ -2.5 MobileyeIL 29.3 ▼ -4.4 WayveGB 27.3 ▼ -0.7 VerneHR 26.0 ▲ +4.1 MOIA AmericaDE 24.5 ▼ -0.1 AutobrainsIL 22.1 ▲ +0.5 Stack AVUS 21.3 ▲ +2.5 NuroUS 21.1 ▲ +2.1 PlusAIUS 19.8 ▲ +2.8 Tensor AutoUS 19.7 ▲ +4.1 Helm.aiUS 17.5 ▼ -0.5 HUMAINSA 2.1 – 0.0
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Waymo Autonomous Vehicle - The Road to Autonomy

Waymo’s Layered Approach to Safety

Francesca Favarò, Safety Best Practices Lead, Waymo joined Grayson Brulte on The Road to Autonomy podcast to discuss Waymo’s layered approach to safety.

The conversation begins with Francesca discussing how Waymo approaches safety for autonomous vehicles.

Waymo has an approach that we call a layer approach to safety.

– Francesca Favarò

Waymo’s layered approach to safety is a combination of the architecture layer (hardware), behavior layer (software) and the operations layer. This approach allows Waymo to take a holistic approach to safety that is both robust and redundant.

The Waymo Driver as a technology actually allows consistent learning across an entire fleet. The operations layer is where everything starts coming together and we ensure that going from the Waymo Driver to the Waymo service we are in fact deploying a safe product in a scalable fleet.

– Francesca Favarò

The layered safety framework started with the realization that no single metric could define safety.

The safety framework is the combination of methodologies that basically allows you to make the determination of safety with regards to architecture, behavior and operations.

– Francesca Favarò

As Waymo expands into new cities, the safety framework is applied to each and every ODD (Operational Design Domain) where Waymo operates. The company is looking into historical driving data, vulnerable road users data and distracted driving patterns that lead to crashes. Another issue that Waymo studies and plans for from a safety standpoint is fatigued driving.

Fatigue can impair judgments, prevent an appropriate mental state and lead to distracted driving. NHTSA estimates that fatigued driving accounts for 20% of highway driving crashes and Harvard Medical School estimates that 24-hours awake which can occur during a sleepless night is akin to a blood alcohol level of 0.1.

With fatigue playing an outside role in safety, Waymo developed the Fatigue Risk Management Framework to address the issue of fatigue and how to prevent it when testing autonomous vehicles with autonomous specialists. Francesca goes onto explain in-depth how Waymo is mitigating fatigue risk while the autonomous vehicles are being tested with autonomous specialists.

In the local communities where Waymo is testing autonomous vehicles, the Fatigue Risk Management Framework with law enforcement, local officials and first responders so they can truly understand the role that autonomous specialists play while monitoring the autonomous vehicles.

This approach ties directly into Waymo’s culture of safety and transparency.

Safety does not happen overnight. You have to be intentional in creating the appropriate safety culture.

– Francesca Favarò

Waymo is focused on developing an SAE Level 4 system as the continuous monitoring of the automated driving system can be subject to complacency coupled with an altered state of attention that can hinder the safety of the overall operation.

Wrapping up the conversation, Francesca shares her insights on how she sees the Waymo Driver evolving over the coming years.

The Road to Autonomy
Robotaxi Index
Live · Updated 09:16 UTC
RankOperatorComposite Score
01
Waymo
$GOOGL (Parent)UberLyft
79.6/100
▲ +2.37-Day
▲ +1.430-Day
Composite Factors
Operations77
Scale94
Revenue85
Commercial74
Manufacturing44
Safety86
OMEGA's Take

Waymo ranks #1 in The Road to Autonomy Robotaxi Index with a composite score of 79.6, driven by an 86.0 safety sub-index and a 94.2 scale sub-index. On September 1, 2026, Waymo officially launched its commercial, fully autonomous ride-hailing service for the general public in Denver, San Diego, and Tampa, expanding its operational footprint across the United States.

Composite History
197 Snapshots
View Waymo Index Profile →
Operator AUTNMY AICalculated By OMEGAMethodology v1.3Sealed 09:16 UTC · 2026-09-06Leaf 792e3ceb816e266bCadence 12HEmbed
The future is bright. The future is autonomous. The future is The Road to Autonomy.

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