Automotive AI Visibility Trends

Automotive · ChatGPT · AI Index over time

Trend Overview

Automotive AI visibility trends show how entity AI Index scores have moved across 10 completed public ChatGPT leaderboard snapshots from May 15, 2026 to Aug 12, 2026.

Toyota leads the latest ChatGPT snapshot with a 85.7 AI Index and 71.4% mention rate.

Toyota is up 2.4 AI Index points across the visible window, moving from 83.3 to 85.7 on ChatGPT.

The chart currently compares Toyota, Honda, Hyundai. Use the entity filters to separate durable visibility trends from one-off ranking movement in a single AI engine.

Read this trend alongside the main Automotive leaderboard and entity pages: the trend view explains historical movement, while ranking pages show the latest cross-entity position, mention rate, and score gap.

Automotive AI ranking queries should use the base collection page. This trend page is for Automotive ranking trend, history, and movement over time.

Trend Summary

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EntityLatest AI IndexStart AI IndexDeltaMention RateLatest RankBest RankTrend
Toyota85.783.3+2.471.4%#1#1Stable
Honda79.362.6+16.785.7%#2#2Rising
Hyundai67.781.6-13.985.7%#3#2Declining
Kia61.954.6+7.2100%#4#4Rising
Mazda5254-285.7%#5#4Stable
Nissan42.446.7-4.328.6%#6#6Stable
Ford31.735.4-3.714.3%#7#5Stable
Subaru31.130.8+0.342.9%#8#3Stable
Mercedes-Benz292900%#9#9Stable
BMW282800%#10#8Stable

Biggest Movers

Biggest gainers

  1. Chevrolet+18
  2. Honda+16.7
  3. Jaguar+10

Biggest decliners

  1. Renault-26.7
  2. BYD-24.1
  3. Škoda-14.9

Most stable

  1. Mercedes-Benz0
  2. BMW0
  3. Lamborghini0

Engine Snapshot Comparison

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EngineLatest LeaderLeader AI IndexLeader GapEntitiesSnapshot Date
MiniMaxToyota88.112.525Jun 4, 2026
QwenToyota87.122.123Jun 4, 2026
GrokToyota80.38.724Aug 12, 2026
ChatGPTToyota85.76.426Aug 12, 2026
GeminiToyota85.722.324Aug 12, 2026
ClaudeToyota82.3425Aug 12, 2026
KimiToyota85.221.524Aug 12, 2026
DeepSeekToyota91.48.327Aug 12, 2026

Snapshot History

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DateLeaderLeader AI IndexLeader GapTop 3Entities
Aug 12, 2026Toyota85.76.4Toyota, Honda, Hyundai26
Jun 26, 2026Toyota95.718.3Toyota, Honda, Subaru24
Jun 19, 2026Toyota97.124.4Toyota, Hyundai, Honda25
Jun 12, 2026Toyota94.313.6Toyota, Honda, Subaru28
Jun 10, 2026Toyota92.910.7Toyota, Honda, Hyundai23

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Open private tracker See latest Automotive AI rankings Toyota AI visibility profileHonda AI visibility profileHyundai AI visibility profilePerplexity rankings for AutomotiveMiniMax rankings for AutomotiveGLM rankings for AutomotiveQwen rankings for Automotive

ChatGPT· AI Index History

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