Business8/4/2026 · Bloomberg Billionaire family offices pile into robotics as AI-bubble fears grow
Investment vehicles for some of the wealthiest families in the United States, Europe and Asia are moving money into robotics companies even as doubts spread about a bubble in machine learning, Bloomberg reported on 4 August 2026.
Two deals illustrate the pattern. The venture arm of the family office of Bernard Arnault, France's richest person, joined a Series A round for Humanoid, a London-based maker of industrial robots. Jeff Bezos' investment firm increased its allocation to Generalist AI, an American robotics-software startup.
The logic behind the shift is that robotics companies sell machines that do measurable physical work, which makes their revenue easier to underwrite than that of model developers whose valuations rest on future capability. It is a distinction worth watching rather than accepting at face value: most humanoid makers remain in pilot deployments, and family offices are not obliged to disclose the terms or the size of their positions.
Neither Humanoid nor Generalist AI has a profile in this catalogue yet. Both are on our list to verify with the companies themselves rather than through investor coverage.