Applied Intuition vs Carma
Side-by-side comparison of AI visibility scores, market position, and capabilities
Applied Intuition builds the simulation and software infrastructure used by 18 of the 20 largest automakers to develop and validate autonomous driving and advanced driver assistance systems.
About
Applied Intuition is a vehicle software company that provides the simulation, testing, and software development tools needed to build autonomous vehicles and advanced driver assistance systems (ADAS). Founded in 2017 by former Google and Uber engineers, the company recognized that the fundamental bottleneck in autonomous vehicle development was not hardware but software validation—specifically, the inability to test AV software against the trillions of real-world scenarios needed to prove safety without actually driving trillions of miles.
SF commercial fleet repair marketplace with 24-hour turnaround guarantee and 50% price savings; YC W24 $1.4M revenue competing for the $177B US fleet repair market with vetted service center network.
About
Carma is a San Francisco-based B2B marketplace for commercial fleet vehicle repair and maintenance — providing fleet operators with same-day repair access, guaranteed 24-hour turnaround commitments, transparent upfront quotes, and a vetted network of service center partners that collectively deliver 50% median price savings and 30% annual cost reduction for fleet maintenance spending. Founded in 2023 and backed by Y Combinator (W24), Carma generated $1.4 million in revenue in 2024 with 9 employees targeting the $177 billion US fleet repair market and $573 billion global fleet repair and maintenance opportunity.
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