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

PHRASE

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The Question

← all rankings / dataset COBALT

Best suv rankings

Honda takes the top spot in 100.0% of resamples. Of 25 ranked brands, only 9 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 Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net110
The 5 best midsize three-row SUVs, according to Edmunds | AP Newsapnews.comapnews.com/article/a037a0e9845602d…30?utm=airanks.net77
Best SUVs of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/suv/?utm=airanks.net57
Best SUVs of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/suv/?trk=crossover34

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=397 · 100.0% of resamples held this rank · named in 97% of answers
Hyundai locked Hyundai — ci 0.96–0.96 · n=397 · 100.0% of resamples held this rank · named in 99% of answers
Toyota locked Toyota — ci 0.93–0.93 · n=397 · 100.0% of resamples held this rank · named in 95% of answers
Kia locked Kia — ci 0.89–0.89 · n=397 · 100.0% of resamples held this rank · named in 94% of answers
Chevrolet contested Chevrolet — ci 0.81–0.85 · n=397 · 62.4% of resamples held this rank · named in 78% of answers
Subaru contested Subaru — ci 0.81–0.85 · n=397 · 62.4% of resamples held this rank · named in 68% of answers
Mazda locked Mazda — ci 0.74–0.78 · n=397 · 97.1% of resamples held this rank · named in 47% of answers
BMW locked BMW — ci 0.74–0.78 · n=397 · 95.6% of resamples held this rank · named in 60% of answers
Ford locked Ford — ci 0.70–0.70 · n=397 · 98.5% of resamples held this rank · named in 54% of answers
Lexus soft Lexus — ci 0.63–0.67 · n=397 · 70.3% of resamples held this rank · named in 37% of answers
Genesis soft Genesis — ci 0.63–0.67 · n=397 · 69.8% of resamples held this rank · named in 33% of answers
Porsche soft Porsche — ci 0.56–0.59 · n=397 · 72.1% of resamples held this rank · named in 28% of answers
Nissan soft Nissan — ci 0.55–0.59 · n=397 · 70.1% of resamples held this rank · named in 22% of answers
Tesla firm Tesla — ci 0.48–0.52 · n=397 · 89.3% of resamples held this rank · named in 19% of answers
Jeep soft Jeep — ci 0.44–0.52 · n=397 · 74.3% of resamples held this rank · named in 19% of answers
Lucid firm Lucid — ci 0.44–0.48 · n=397 · 80.3% of resamples held this rank · named in 14% of answers
Volvo contested Volvo — ci 0.33–0.41 · n=397 · 57.3% of resamples held this rank · named in 7% of answers
Volkswagen contested Volkswagen — ci 0.30–0.41 · n=397 · 49.4% of resamples held this rank · named in 6% of answers
Rivian contested Rivian — ci 0.22–0.37 · n=397 · 60.5% of resamples held this rank · named in 6% of answers
Land Rover unsettled Land Rover — ci 0.15–0.33 · n=397 · 30.8% of resamples held this rank · named in 4% of answers
GMC unsettled GMC — ci 0.15–0.33 · n=397 · 24.4% of resamples held this rank · named in 4% of answers
Cadillac unsettled Cadillac — ci 0.11–0.33 · n=397 · 25.4% of resamples held this rank · named in 3% of answers
Mercedes-Benz unsettled Mercedes-Benz — ci 0.11–0.30 · n=397 · 27.7% of resamples held this rank · named in 3% of answers
Lincoln unsettled Lincoln — ci 0.07–0.26 · n=397 · 39.0% of resamples held this rank · named in 2% of answers
Audi gathering Audi — gathering data, n=397. 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

Hyundai

0.96–0.96

Toyota

0.93–0.93

Kia

0.89–0.89

Chevrolet

0.81–0.85

Subaru

0.81–0.85

Mazda

0.74–0.78

BMW

0.74–0.78

Ford

0.70–0.70

Lexus

0.63–0.67

Genesis

0.63–0.67

Porsche

0.56–0.59

Nissan

0.55–0.59

Tesla

0.48–0.52

Jeep

0.44–0.52

Lucid

0.44–0.48

Volvo

0.33–0.41

Volkswagen

0.30–0.41

Rivian

0.22–0.37

Land Rover

0.15–0.33

GMC

0.15–0.33

Cadillac

0.11–0.33

Mercedes-Benz

0.11–0.30

Lincoln

0.07–0.26