Who is the leader in self-driving car technology?

    Asked "Who is the leader in self-driving car technology?", ChatGPT, Copilot, Gemini, Google AI Mode and Perplexity named 12 distinct names across 5 answers on September 8, 2026, and 4 of them in two or more answers, and all 5 engines agreed on Waymo, the only name every engine named.

    Measured acrossChatGPTCopilotGeminiGoogle AI ModePerplexity

    4 of 12 names confirmed · named in 2 or more of 5 answers · asked September 8, 2026 · 5 engines

    Waymo is the leader in self-driving car technology, especially for fully autonomous, commercially deployed Level 4 operations. Tesla is a strong challenger, particularly in consumer-facing deployment scale with its Full Self-Driving (FSD) software. Other companies like Baidu, Zoox, and Mobileye are also emerging as notable players in the industry.

    • 1Waymonamed in 5 of 5 answersGemini logoCopilot logo
    • 2Teslanamed in 5 of 5 answersGemini logoCopilot logo
    • 3Zooxnamed in 4 of 5 answersGemini logoCopilot logo
    • 4Baidunamed in 2 of 5 answersGemini logoCopilot logo
    • 5Baidu Apollonamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 6Mercedes-Benznamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 7Pony.ainamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 8BYDnamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 9Mobileyenamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 10GMnamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 11NVIDIAnamed in 1 of 5 answersone answerGemini logoCopilot logo
    • 12Fordnamed in 1 of 5 answersone answerGemini logoCopilot logo
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    The full measurement

    • The position each of the 5 engines gave all 12 names.
    • How many of the 5 answers named each of them.
    • 24 sampled observations behind this ranking, and where the engines disagree.
    • Fan-out — the query each engine actually searched.
    • Every citation, and the sources nobody cited.
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