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Physical AI may outgrow digital AI boom

Applied Intuition founders argue that AI focused on the physical world can create larger companies than digital AI, citing significant potential in industrial sectors.

22 July 2026
Physical AI may outgrow digital AI boom

Qasar Younis and Peter Ludwig, co-founders of Applied Intuition, predict that AI focused on the physical world will eventually grow larger and impact the economy more than purely digital AI. Their view suggests that developing autonomy in physical systems, such as vehicles and heavy industrial equipment, can yield substantial cost savings and safety benefits.

While the digital software boom has already produced trillion-dollar companies, Younis and Ludwig focus on industrial sectors where AI can significantly lower operational costs and risks. They emphasize that even marginal improvements in heavy machinery operation can compound into considerable savings and fewer accidents across fleets.

The technology, initially aimed at self-driving cars, can serve as a foundation for developing entire industrial infrastructures, according to Younis. Given that physical machines have long lifespans, the cumulative value of efficiency gains is enormous. They believe that, in the future, AI will be the primary tool for managing physical assets.

The ability for third-party providers to offer an AI layer for various machines without manufacturing the hardware itself creates a significant market opportunity. This opens doors for specialized companies to focus on software development.)

Original source: techinasia.com