Robotaxi Safety Data Needs Standardized Reporting: Why We Cannot Compare Tesla and Waymo | Taha Abbasi

Taha Abbasi argues that the autonomous vehicle industry desperately needs standardized safety data reporting — because without it, consumers, regulators, and investors cannot make informed decisions about which self-driving systems are actually safe.

The Transparency Problem

When Tesla’s Austin robotaxi fleet reports one crash every 57,000 miles and Waymo publishes its own safety data showing improving trends, the natural question is: how do we compare them? The answer, unfortunately, is that we cannot — at least not reliably. Each company defines crashes differently, measures miles differently, and reports data on different timelines with different levels of granularity.

This lack of standardization is not just inconvenient — it is dangerous. Without consistent, comparable safety metrics, regulators cannot set evidence-based deployment criteria, consumers cannot make informed choices about which services to trust, and the industry cannot benchmark progress against meaningful standards.

What Each Company Reports (and Does Not Report)

Taha Abbasi notes the inconsistencies across major AV companies. Tesla reports NHTSA-filed crash data and quarterly safety reports that compare Autopilot miles per crash to national averages. But the Austin robotaxi data comes primarily from investigative journalism and public records requests, not proactive Tesla disclosure.

Waymo publishes detailed safety reports through partnerships with academic institutions, including per-mile incident rates, injury severity data, and comparisons to human driver baselines. However, Waymo’s operational domain is carefully geofenced, making direct comparison to Tesla’s broader operational area misleading.

Cruise published safety data before its operations were suspended following a 2023 incident, but the data was later criticized for omissions. Zoox has released limited safety information. Most other companies publish nothing comparable.

What Standardized Reporting Should Include

A meaningful safety reporting standard for autonomous vehicles should include several key metrics. Crashes per million miles, broken down by severity (property damage only, injury, fatality). Near-miss events where the system detected and avoided a potential collision. Disengagements per mile — instances where the autonomous system relinquished control to a human driver or safety monitor.

Additionally, operational context matters enormously. Miles driven in rain versus sun, urban versus highway, daytime versus nighttime — all affect crash rates. Without contextual data, raw per-mile figures can be misleading. A system that only operates on sunny California highways will show better numbers than one operating in rainy Boston intersections, even if the Boston system is technically superior.

Who Should Set the Standard

NHTSA has begun requiring autonomous vehicle crash reporting, but the requirements remain minimal compared to what meaningful comparison requires. California’s DMV requires annual disengagement reports, which have been useful but are limited in scope and methodology.

As Taha Abbasi sees it, the industry itself should lead standardization efforts before regulators impose potentially less nuanced requirements. Organizations like the Autonomous Vehicle Industry Association (AVIA) could develop voluntary reporting standards that demonstrate industry maturity and build public trust.

Why This Matters Now

The autonomous vehicle industry is at an inflection point. Waymo is potentially ordering 50,000 vehicles. Tesla is manufacturing Cybercabs. Multiple cities are considering or approving robotaxi operations. The decisions that regulators, investors, and consumers make in the next 12-24 months will shape the industry for decades — and those decisions should be informed by data that is consistent, comparable, and trustworthy.

For Taha Abbasi, transparency is not just an ethical obligation — it is a strategic advantage. The companies that provide the most honest, detailed safety data will earn the most trust. And in an industry that literally asks people to put their lives in the hands of software, trust is the ultimate competitive moat.

Related reading: Robotaxi Regulation State by State | AV Insurance Revolution

About the Author: Taha Abbasi is a technology executive, CTO, and applied frontier tech builder. Read more on Grokpedia | YouTube: The Brown Cowboy | tahaabbasi.com