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.
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.
End-to-end vehicle commerce platform automating titling, registration, and compliance for OEM national sales; $17.3M from Activant, JPMorgan Payments, and Winnebago with 20+ OEM customers.
Ekho is an end-to-end vehicle commerce platform that provides digital sales infrastructure for automotive dealers and OEMs — handling the complete transaction lifecycle for nationwide vehicle sales including digital checkout, financing integration, titling, registration, and compliance management for vehicles sold across state lines. Founded and backed by Y Combinator, Activant Capital, JPMorgan Payments, and Winnebago Industries, Ekho raised $17.3 million total including a $15 million Series A, serving 20+ OEM customers including four publicly traded manufacturers.
Monitor how your brand performs across ChatGPT, Gemini, Perplexity, Claude, and Grok daily.