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

PHRASE

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The Question

← all rankings / dataset COBALT

Best family car to buy

Toyota takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 7 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.net121
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey/?utm=airanks.net89
2026 Toyota Sienna Packs in More Standard Features - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-s…s/?utm=airanks.net86
2026 Toyota Sienna | Toyota.comwww.toyota.comtoyota.com/sienna/?utm=airanks.net62
2026 Palisade | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/palisade?utm=airanks.net58
Build & Price Your 2026 Pilot | Honda Configuratorautomobiles.honda.comautomobiles.honda.com/tools/build-…lk?utm=airanks.net39
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey?utm=airanks.net38

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 99% of answers
Honda locked Honda — ci 0.91–0.91 · n=401 · 100.0% of resamples held this rank · named in 93% of answers
Hyundai locked Hyundai — ci 0.82–0.82 · n=401 · 100.0% of resamples held this rank · named in 62% of answers
Kia locked Kia — ci 0.73–0.73 · n=401 · 100.0% of resamples held this rank · named in 45% of answers
Subaru locked Subaru — ci 0.64–0.64 · n=401 · 100.0% of resamples held this rank · named in 27% of answers
Mazda locked Mazda — ci 0.55–0.55 · n=401 · 100.0% of resamples held this rank · named in 8% of answers
Nissan firm Nissan — ci 0.27–0.45 · n=401 · 88.0% of resamples held this rank · named in 2% of answers
Ford gathering Ford — gathering data, n=401. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=401. No bootstrap interval yet.
Chevrolet gathering Chevrolet — gathering data, n=401. No bootstrap interval yet.
Lexus gathering Lexus — gathering data, n=401. No bootstrap interval yet.
GMC gathering GMC — gathering data, n=401. 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

0.91–0.91

Hyundai

0.82–0.82

Kia

0.73–0.73

Subaru

0.64–0.64

Mazda

0.55–0.55

Nissan

0.27–0.45