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 hybrid cars suv

Honda takes the top spot in 100.0% of resamples. All 7 ranked brands hold positions 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

2026 Santa Fe Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/sant…id?utm=airanks.net126
2026 Tucson Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/tucs…id?utm=airanks.net119
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.net117
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net104
Three...Two...One: Toyota Debuts Amazingpressroom.toyota.compressroom.toyota.com/?utm=airanks.net50
Three...Two...One: Toyota Debuts Amazing All-New RAV4 - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/three-two-one…4/?utm=airanks.net47

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=389 · 100.0% of resamples held this rank · named in 96% of answers
Toyota locked Toyota — ci 0.83–0.83 · n=389 · 100.0% of resamples held this rank · named in 97% of answers
Kia locked Kia — ci 0.67–0.67 · n=389 · 100.0% of resamples held this rank · named in 88% of answers
Hyundai locked Hyundai — ci 0.50–0.50 · n=389 · 100.0% of resamples held this rank · named in 79% of answers
Lexus locked Lexus — ci 0.33–0.33 · n=389 · 100.0% of resamples held this rank · named in 24% of answers
Subaru locked Subaru — ci 0.00–0.17 · n=389 · 95.0% of resamples held this rank · named in 11% of answers
Mazda locked Mazda — ci 0.00–0.17 · n=389 · 95.0% of resamples held this rank · named in 9% of answers

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

0.83–0.83

Kia

0.67–0.67

Hyundai

0.50–0.50

Lexus

0.33–0.33

Subaru

0.00–0.17

Mazda

0.00–0.17