Honda vs Toyota
Toyota leads Honda by 25.0 points on the Fameproof index, and wins 2 of the three models. Measured across 96 prompts per model per week.
Honda
Automotive
62.0/100
Rank 27 on the companies board
Toyota
Automotive
87.0/100
Rank 7 on the companies board
Honda
Per-model score
Toyota
—
Claude
—
79.0
ChatGPT
90.0
45.0
Gemini
84.0
30-day movement
−1.0
Change
−0.5
Last 7 runs
Answer quality
undefined%
Claude mention rate
undefined%
92%
ChatGPT mention rate
92%
47%
Gemini mention rate
85%
undefined%
Claude prominence
undefined%
51%
ChatGPT prominence
87%
11%
Gemini prominence
81%
Questions about this comparison
Who do AI models mention more, Honda or Toyota?
Toyota. It scores 87.0 on the Fameproof index against 62.0 for Honda — a lead of 25.0 points, measured across ChatGPT and Gemini in the run of 5 August 2026.
How is the Honda vs Toyota comparison measured?
Both are asked about with the same panel of category questions — never questions naming them — repeated on every model each week. The score combines how often each is named, how early in the answer, how much of the topic is covered and how consistent the result is.
Both are ranked on the Company AI Visibility board. Prominence reflects how early in an answer the model names them; mention rate is how often it names them at all. How the score is built.
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