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 suv for snow

Subaru takes the top spot in 100.0% of resamples. Of 11 ranked brands, only 6 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

The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net149
Tire Safety Ratings and Awareness | TireWise | NHTSAwww.nhtsa.govnhtsa.gov/vehicle-safety/tires?utm=airanks.net137
Best SUVs for Snow for 2026 - iSeeCars.comwww.iseecars.comiseecars.com/cars-for-snow/suvs?utm=airanks.net99
2026 Subaru Forester Features & Technology | Subaruwww.subaru.comsubaru.com/vehicles/forester/2026/…ml?utm=airanks.net93
2026 Mazda CX-50 Trims & Specifications | Mazda USAwww.mazdausa.commazdausa.com/vehicles/cx-50/compar…ms?utm=airanks.net38

The Ranking, With Its Uncertainty

Subaru locked Subaru — ci 1.00–1.00 · n=391 · 100.0% of resamples held this rank · named in 100% of answers
Toyota locked Toyota — ci 0.90–0.90 · n=391 · 100.0% of resamples held this rank · named in 66% of answers
Ford locked Ford — ci 0.80–0.80 · n=391 · 100.0% of resamples held this rank · named in 33% of answers
Jeep firm Jeep — ci 0.60–0.70 · n=391 · 90.7% of resamples held this rank · named in 23% of answers
Mazda contested Mazda — ci 0.50–0.70 · n=391 · 54.4% of resamples held this rank · named in 15% of answers
Honda contested Honda — ci 0.50–0.60 · n=391 · 60.1% of resamples held this rank · named in 17% of answers
Lexus locked Lexus — ci 0.30–0.40 · n=391 · 96.6% of resamples held this rank · named in 4% of answers
Volvo firm Volvo — ci 0.20–0.40 · n=391 · 84.5% of resamples held this rank · named in 2% of answers
Audi gathering Audi — gathering data, n=391. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=391. No bootstrap interval yet.
Hyundai gathering Hyundai — gathering data, n=391. 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.

Subaru

1.00–1.00

Toyota

0.90–0.90

Ford

0.80–0.80

Jeep

0.60–0.70

Mazda

0.50–0.70

Honda

0.50–0.60

Lexus

0.30–0.40

Volvo

0.20–0.40