Field notes The Energy Transition for the Rest of Us

Steel For Fuel N° 035 of 56 27 Feb 2025

Autonomy is real now

by Andy Lubershane, Partner and Head of Research, Energy Impact Partners

In this note
  1. 01The question
  2. 02The answer
  3. 03The argument
  4. 04What you need to know first
  5. 05Details worth keeping
  6. 06Claims worth citing
  7. 07Where it’s contested

The question

Have autonomous vehicles actually arrived, and what would that mean for the energy system?

The answer

Yes, later than the 2017 hype promised. The safety case is strong and the cost per mile already compares well with human-driven taxis. What he thinks most overlooked is that autonomy pushes hard towards electric vehicles.

03The argument

Amara’s law frames the piece: a technology is overestimated in the short run and underestimated in the long. Autonomous vehicles are his best example, and he says the 2017 enthusiasm, his own industry’s included, stayed premature for years. What changed is evidence rather than promises. Waymo rolled out city by city because it needed to train models on real streets and earn public acceptance, and the safety data now exists: tens of millions of rides show roughly a tenfold advantage over human drivers, including those using the latest assistance features. Expansion to three more cities and a factory lot holding nearly three times the deployed fleet suggest the company thinks it has crossed over. His bet follows: because training appears to transfer between cities, first-mover advantage may compound into a position he calls possibly unassailable.

The bet depends on economics as much as on driving, and here the argument turns. Removing the driver removes the largest cost in a taxi business, but the equipment that replaces him runs to six figures a vehicle. His estimate is that the cost per mile already beats taxis and rideshare anyway, and he expects parts to cheapen with volume. The energy conclusion falls out of that capital cost rather than any environmental preference: a vehicle this expensive has to run almost constantly to pay for itself, and high utilization is where an electric drivetrain’s lower maintenance and fuel costs dominate. The sensors and processors also need powering, compounding the advantage. That, he suspects, and not corporate virtue alone, is why the fleet is already electric.

04What you need to know first

LiDAR
A sensor type in the hardware stack, and one of the two components he expects to cheapen most.
Total cost of ownership
Purchase price plus running costs over a vehicle’s life.

05Details worth keeping

  • He dates the last hype cycle to Musk’s December 2015 promise of “full autonomy” within two years, and says Musk has a reputation for jumping the gun, though he still calls Tesla Waymo’s closest competitor.
  • Phoenix and San Francisco were the launch markets; Austin, Atlanta and Miami the named expansions. Each new city needs fresh training for local quirks, but he judges the learning curve largely transferable.
  • Two charts carry evidence the prose does not: the adoption curve, an update credited to California regulator data and Nat Bullard, and his uncaptioned cost-per-mile comparison.

06Claims worth citing

All figures as stated on 2025-02-27. Hardware costs and fleet size are the fast-moving quantities.

  • Waymo vehicles are roughly ten times safer than human-driven ones by rate of accidents causing significant damage, including against drivers using the latest semi-autonomous features. December 2024 Swiss Re study of 25.3 million Waymo rides, cited by Lubershane
  • Waymo’s sixth-generation sensor kit contains 13 cameras, 4 LiDAR units and 6 radar units. Lubershane
  • Sensors, high-performance computing and ancillary systems total $167,160, with vehicle costs “likely $200,000 or more”. University of San Francisco paper, quoted by Lubershane
  • The Jaguar I-PACE Waymo is deploying retails at $73,275, which he offers as slack in the $200,000 estimate. Lubershane
  • Over 2,000 vehicles sit on the Arizona factory lot, nearly three times as many as Waymo has deployed to date. Autonomy Central drone footage, January 2025, cited by Lubershane
  • Electric vehicles have lower energy costs than gasoline or diesel even at electricity prices of 20-30 cents per kilowatt-hour. Lubershane, in a footnote

07Where it’s contested

Nobody disagrees; there is no second voice. The piece carries marked bets and an undefended assumption.

  • The market-structure claim is a bet, hedged twice: winner-take-all is a possibility, and the position could become practically unassailable. The prize-in-AI line rests on it.
  • The cost-per-mile estimate is his own, unlike the safety and hardware figures. The safety study itself is reported rather than interrogated.
  • The argument rests on high utilization, asserted twice, as capability and as necessity, and never tested against a low-utilization case.
  • What he has at stake. He writes as a venture investor and frames the market in investment terms, naming no position in any company discussed.

Cite as: “Autonomy is real now,” The Energy Transition for the Rest of Us, note on Steel For Fuel, February 27, 2025. CC BY 4.0. View the Markdown