Physical AI in Numbers

Index card with seven Physical AI numbers, by Max Versace

I get asked for numbers a lot, usually ten minutes before somebody’s talk. Here are the ones I trust, each with its source. I will add to the list as better ones turn up.

Last updated: 12 November 2026.

The brain

NumberWhat it isSource
About 20 wattsThe energy budget of the human brain. The same paper notes that the computer it was typed on needed 80 watts.Balasubramanian, “Brain power”, PNAS, 2021
86 billionNeurons in the human brain, with about as many non-neuronal cells.Herculano-Houzel, PNAS, 2012

The data center

NumberWhat it isSource
415 TWhElectricity used by data centres worldwide in 2024, about 1.5% of global consumption.IEA, Energy and AI, 2025
About 945 TWhProjected data centre consumption in 2030: more than double.IEA, Energy and AI, 2025

The robots

NumberWhat it isSource
542,000Industrial robots installed worldwide in 2024.IFR, World Robotics 2025
4,664,000Industrial robots operating in factories worldwide in 2024, up 9% on the year before.IFR, World Robotics 2025
54%China’s share of the robots installed in 2024.IFR, World Robotics 2025

What I read in these numbers

One brain: 20 watts, and it catches the glass. The world’s data centers: 415 terawatt-hours a year and climbing.

Millions of machines out in the field cannot carry that kind of power around. They run on batteries, they have milliseconds to decide, and nobody is there to hit “retry”. That gap is why Physical AI needs its own kind of computing… and why I keep going back to biology for ideas.

Using these numbers

Quote freely. Please cite the original source next to each number; a link back to this page is appreciated. If you know a better or newer figure, tell me.

The numbers on this page are also available as a plain file, with sources: physical-ai-in-numbers.csv.

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