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

Honda takes the top spot in 100.0% of resamples. Of 8 ranked brands, only 3 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

Edmunds SUV comparison: New Toyota RAV4 vs Honda CR-V | AP Newsapnews.comapnews.com/article/8d8e37a3b402301…cf?utm=airanks.net82
2026 Tucson Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/tucs…id?utm=airanks.net72
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net61
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.net60
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.net35
Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net35

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=400 · 100.0% of resamples held this rank · named in 94% of answers
Toyota locked Toyota — ci 0.86–0.86 · n=400 · 100.0% of resamples held this rank · named in 95% of answers
Hyundai contested Hyundai — ci 0.57–0.71 · n=400 · 54.0% of resamples held this rank · named in 77% of answers
Kia contested Kia — ci 0.57–0.71 · n=400 · 54.0% of resamples held this rank · named in 82% of answers
Lexus locked Lexus — ci 0.43–0.43 · n=400 · 100.0% of resamples held this rank · named in 14% of answers
Subaru soft Subaru — ci 0.14–0.29 · n=400 · 65.6% of resamples held this rank · named in 3% of answers
Mazda soft Mazda — ci 0.14–0.29 · n=400 · 65.5% of resamples held this rank · named in 3% of answers
Volvo gathering Volvo — gathering data, n=400. 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

0.86–0.86

Hyundai

0.57–0.71

Kia

0.57–0.71

Lexus

0.43–0.43

Subaru

0.14–0.29

Mazda

0.14–0.29