Comma.ai vs Carma
Side-by-side comparison of AI visibility scores, market position, and capabilities
Comma.ai develops openpilot, the world's leading open-source advanced driver assistance system (ADAS); Comma 3X hardware runs on 250+ supported vehicles; sells hardware ($1,599) with community-driven software; bootstrapped company led by George Hotz.
About
Comma.ai is a San Diego-based automotive technology company founded in 2015 by George Hotz (who famously first jailbroke the iPhone and PS3), focused on developing accessible, open-source semi-autonomous driving software for consumer vehicles. Its core product is openpilot — an open-source advanced driver assistance system (ADAS) that provides lane centering, adaptive cruise control, automatic lane changing, and driver monitoring — which runs on Comma's dedicated hardware device (Comma 3X, priced at $1,599) mounted to the vehicle's windshield. The openpilot software is released as open source on GitHub and has attracted a global developer community that contributes to vehicle support, feature development, and safety testing.
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.
Key Details
Also Compare
Track AI Visibility in Real Time
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.