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 hybrid 2026

Honda takes the top spot in 97.9% of resamples. Of 9 ranked brands, only 2 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

Three...Two...One: Toyota Debuts Amazingpressroom.toyota.compressroom.toyota.com/?utm=airanks.net76
2026 Santa Fe Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/sant…id?utm=airanks.net74
Edmunds SUV comparison: New Toyota RAV4 vs Honda CR-V | AP Newsapnews.comapnews.com/article/8d8e37a3b402301…cf?utm=airanks.net71
Three...Two...One: Toyota Debuts Amazing All-New RAV4 - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/three-two-one…4/?utm=airanks.net69
2026 Tucson Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/tucs…id?utm=airanks.net67
Compare Specs of the 2026 Kia Sportage Hybrid SUV | Model Chart: LX, EX, SX Prestige | Kiawww.kia.comkia.com/us/en/vehicles/sportage-hy…re?utm=airanks.net64
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net58
2026 Kia Sportage Hybrid SUV: Available Class-Leading Turbocharged 231 Horsepower Engine & AWD, Crossover HEV | MSRP & Features | Kiawww.kia.comkia.com/us/en/sportage-hybrid?utm=airanks.net50

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=391 · 97.9% of resamples held this rank · named in 71% of answers
Toyota locked Toyota — ci 0.88–0.88 · n=391 · 97.9% of resamples held this rank · named in 88% of answers
Kia contested Kia — ci 0.63–0.75 · n=391 · 61.1% of resamples held this rank · named in 18% of answers
Hyundai contested Hyundai — ci 0.63–0.75 · n=391 · 61.1% of resamples held this rank · named in 17% of answers
Mazda contested Mazda — ci 0.25–0.50 · n=391 · 61.2% of resamples held this rank · named in 2% of answers
Lexus unsettled Lexus — ci 0.13–0.50 · n=391 · 35.0% of resamples held this rank · named in 1% of answers
Subaru contested Subaru — ci 0.25–0.50 · n=391 · 46.8% of resamples held this rank · named in 2% of answers
BMW gathering BMW — gathering data, n=391. No bootstrap interval yet.
Porsche gathering Porsche — 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.

Honda

1.00–1.00

Toyota

0.88–0.88

Kia

0.63–0.75

Hyundai

0.63–0.75

Mazda

0.25–0.50

Lexus

0.13–0.50

Subaru

0.25–0.50