Automotive

Automotive Brands

Industry Overview

Automotive leaderboard shows which brands AI engines recommend most consistently right now. Current leaders include Toyota, Honda, Hyundai across 8 tracked engines.

Use the engine tabs below to compare how individual AI systems rank brands differently. Overall ranking summarizes the latest visibility signals across all tracked engines.

Why This Matters

Use the overall ranking to see who leads this category at a glance, then drill into individual AI engines to understand where visibility is strong, weak, or inconsistent.

Brands

AI Engines

Apr 18, 2026

Last Updated

Top Brands Snapshot

Jump directly into the strongest brands in this category

Overall Ranking

Toyota

86.4

Honda

67.9

Hyundai

64.1

MiniMax

Latest completed ranking for MiniMax.

10 / 10 brands Apr 18, 2026

Sort

Rank	Brand	AI Index	Mention Rate	Rank Score	Rec. Strength	1st Mention	Mentions
👑 #1	Toyota	98.6	100.0%	100.0%	100.0%	85.7%	7/7
🥈 #2	Honda	70.6	100.0%	40.0%	85.7%	14.3%	7/7
🥉 #3	Hyundai	67.7	100.0%	73.3%	28.6%	0.0%	7/7
#4	Kia	61.0	100.0%	70.0%	0.0%	0.0%	7/7
#5	Mazda	46.6	71.4%	60.0%	0.0%	0.0%	5/7
#6	Subaru	39.9	57.1%	56.7%	0.0%	0.0%	4/7
#7	Ford	33.7	14.3%	93.3%	0.0%	0.0%	1/7
#8	Chevrolet	32.7	14.3%	90.0%	0.0%	0.0%	1/7
#9	BMW	26.0	0.0%	86.7%	0.0%	0.0%	0/7
#10	Mercedes-Benz	25.0	0.0%	83.3%	0.0%	0.0%	0/7

FAQ

How is this leaderboard calculated?

Overall ranking combines the latest AI visibility signals across tracked engines for this industry.

Why do rankings differ across engines?

Each AI engine can prefer different brands, evidence, and recommendation patterns, so engine-specific rankings can vary.

How often is this industry updated?

This industry page updates whenever new completed leaderboard runs are available.