Volvo AI Visibility Trend in Automotive

Automotive · MiniMax · AI Index over time

Trend Overview

Automotive AI visibility trends show how entity AI Index scores have moved across 10 completed public MiniMax leaderboard snapshots from May 1, 2026 to Jun 4, 2026.

Toyota leads the latest MiniMax snapshot with a 88.1 AI Index and 85.7% mention rate.

Toyota is up 4.8 AI Index points across the visible window, moving from 83.3 to 88.1 on MiniMax.

The chart currently compares Volvo. 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.

Volvo ranking and static AI visibility queries should use the base entity page. This trend page is for Volvo AI visibility trend, ranking history, and movement over time.

Trend Summary

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EntityLatest AI IndexStart AI IndexDeltaMention RateLatest RankBest RankTrend
Volvo111100%#20#15Stable
Toyota88.183.3+4.885.7%#1#1Stable
Honda75.651.6+2471.4%#2#2Rising
Hyundai62.645.3+17.385.7%#3#2Rising
Kia53.362.9-9.685.7%#4#2Declining
BYD45.710+35.714.3%#5#5Rising

Biggest Movers

Biggest gainers

  1. BYD+35.7
  2. Nissan+27.7
  3. Honda+24

Biggest decliners

  1. Mazda-21.1
  2. Chevrolet-15.6
  3. Lamborghini-15

Most stable

  1. Ferrari0
  2. Mini0
  3. Volvo0

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
Jun 4, 2026Toyota88.112.5Toyota, Honda, Hyundai25
Jun 2, 2026Toyota95.714.4Toyota, Honda, Hyundai27
May 26, 2026Toyota95.717.6Toyota, Honda, Kia24
May 17, 2026Toyota78.90.8Toyota, Honda, Hyundai24
May 15, 2026Toyota91.420.6Toyota, Hyundai, Honda24

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MiniMax· AI Index History

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