AIRANKS — The Authoritative Rankings for AI Web Content

AIRANKS measures AI visibility: we ask AI models real product and service questions, capture the complete answers as immutable observations, and publish what they contain — which brands were mentioned, which domains were cited, and which exact pages were linked. Every domain gets an AIR score from 1–10 (a decile of visibility in the active dataset; 0 means insufficient data), with the methodology in the open.

AIR

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The Question

← all rankings / dataset COBALT

Best family car

Toyota takes the top spot in 100.0% of resamples. Of 11 ranked brands, only 5 hold a position we'd call firm.

0
answers sampled
0
brands named
1,000
bootstrap resamples

Who AI Cites For This Question

25 cited pages · bars vs the leader

2027 Honda Odyssey Family Minivan | Features and Pricingautomobiles.honda.comautomobiles.honda.com/odyssey/spec…on?utm=airanks.net169
2026 Toyota Sienna Packs in More Standard Features - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-s…s/?utm=airanks.net95
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey/?utm=airanks.net63
2026 Toyota Sienna | Toyota.comwww.toyota.comtoyota.com/sienna/?utm=airanks.net40
Battle of the family SUVs: Hyundai Palisade vs Kia Tellurideapnews.comapnews.com/article/2bb7ecbd55d902a…7c?utm=airanks.net34
The top 5 affordable cars and SUVs for 2026, according to Edmunds | AP Newsapnews.comapnews.com/article/849ed2b517e2fcc…b1?utm=airanks.net32

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=396 · 100.0% of resamples held this rank · named in 97% of answers
Honda locked Honda — ci 0.90–0.90 · n=396 · 100.0% of resamples held this rank · named in 94% of answers
Hyundai locked Hyundai — ci 0.80–0.80 · n=396 · 100.0% of resamples held this rank · named in 71% of answers
Kia locked Kia — ci 0.70–0.70 · n=396 · 100.0% of resamples held this rank · named in 53% of answers
Subaru locked Subaru — ci 0.60–0.60 · n=396 · 100.0% of resamples held this rank · named in 21% of answers
Mazda contested Mazda — ci 0.40–0.50 · n=396 · 52.4% of resamples held this rank · named in 6% of answers
Nissan contested Nissan — ci 0.40–0.50 · n=396 · 52.4% of resamples held this rank · named in 6% of answers
Ford gathering Ford — gathering data, n=396. No bootstrap interval yet.
Chevrolet gathering Chevrolet — gathering data, n=396. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=396. No bootstrap interval yet.
Chrysler gathering Chrysler — gathering data, n=396. No bootstrap interval yet.

The Incomparability Lattice

what the intervals separate, not what the list claims

An edge means one brand's interval sits strictly above another's — zero overlap. No edge between two brands is not a gap in the drawing, it is the finding: their intervals overlap, and the bootstrap cannot tell them apart. Brands on the same rung are incomparable, not tied — the ranking above orders them anyway because a list has to print a total order; this diagram is the honest version.

Toyota

1.00–1.00

Honda

0.90–0.90

Hyundai

0.80–0.80

Kia

0.70–0.70

Subaru

0.60–0.60

Mazda

0.40–0.50

Nissan

0.40–0.50