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 under 50k

Honda takes the top spot in 100.0% of resamples. Of 11 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

Mazda USA Newsroom - Vehicles | Mazda USA Newsnews.mazdausa.comnews.mazdausa.com/vehicles-2026-cx-50?utm=airanks.net156
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net106
Build & Price Your 2026 Pilot | Honda Configuratorautomobiles.honda.comautomobiles.honda.com/tools/build-…lk?utm=airanks.net86
2026 SANTA FE | The Adventurous Compact SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/santa-fe?utm=airanks.net55
2026 Palisade Hybrid | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/pali…id?utm=airanks.net45
All-New 2026 Toyota RAV4 Takes Center Stage in “What’s Your RAV4?” Campaign - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/all-new-2026-…n/?utm=airanks.net41

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=393 · 100.0% of resamples held this rank · named in 90% of answers
Toyota locked Toyota — ci 0.90–0.90 · n=393 · 100.0% of resamples held this rank · named in 83% of answers
Hyundai locked Hyundai — ci 0.70–0.80 · n=393 · 95.4% of resamples held this rank · named in 73% of answers
Mazda locked Mazda — ci 0.70–0.80 · n=393 · 95.4% of resamples held this rank · named in 66% of answers
Subaru locked Subaru — ci 0.60–0.60 · n=393 · 100.0% of resamples held this rank · named in 40% of answers
Kia locked Kia — ci 0.50–0.50 · n=393 · 100.0% of resamples held this rank · named in 26% of answers
Ford locked Ford — ci 0.40–0.40 · n=393 · 100.0% of resamples held this rank · named in 13% of answers
Lexus soft Lexus — ci 0.10–0.30 · n=393 · 75.8% of resamples held this rank · named in 1% of answers
Chevrolet gathering Chevrolet — gathering data, n=393. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=393. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=393. 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.

Honda

1.00–1.00

Toyota

0.90–0.90

Hyundai

0.70–0.80

Mazda

0.70–0.80

Subaru

0.60–0.60

Kia

0.50–0.50

Ford

0.40–0.40

Lexus

0.10–0.30