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

Skip to main content

The Question

← all rankings / dataset COBALT

Best suv cars

Honda takes the top spot in 100.0% of resamples. Of 21 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

Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net108
The 5 best midsize three-row SUVs, according to Edmunds | AP Newsapnews.comapnews.com/article/a037a0e9845602d…30?utm=airanks.net81
The best SUVs for towing in 2026, according to Edmundsapnews.comapnews.com/article/80c69e9d8e3a298…b6?utm=airanks.net52
Best Electric SUVs for 2026, Ranked - Car and Driverwww.caranddriver.comcaranddriver.com/rankings/best-suv…ic?utm=airanks.net40
Kelley Blue Book Announces 2026 Best Resale Value Award Winners - Mar 19, 2026mediaroom.kbb.commediaroom.kbb.com/2026-03-19-Kelle…rs?utm=airanks.net35

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=398 · 100.0% of resamples held this rank · named in 96% of answers
Toyota locked Toyota — ci 0.95–0.95 · n=398 · 100.0% of resamples held this rank · named in 90% of answers
Hyundai locked Hyundai — ci 0.90–0.90 · n=398 · 100.0% of resamples held this rank · named in 94% of answers
Kia soft Kia — ci 0.80–0.85 · n=398 · 76.9% of resamples held this rank · named in 65% of answers
Subaru soft Subaru — ci 0.80–0.85 · n=398 · 76.9% of resamples held this rank · named in 55% of answers
Mazda locked Mazda — ci 0.75–0.75 · n=398 · 100.0% of resamples held this rank · named in 40% of answers
Lexus firm Lexus — ci 0.65–0.70 · n=398 · 91.2% of resamples held this rank · named in 40% of answers
Chevrolet firm Chevrolet — ci 0.60–0.70 · n=398 · 82.4% of resamples held this rank · named in 23% of answers
BMW firm BMW — ci 0.60–0.65 · n=398 · 91.1% of resamples held this rank · named in 29% of answers
Tesla soft Tesla — ci 0.45–0.55 · n=398 · 79.3% of resamples held this rank · named in 10% of answers
Genesis unsettled Genesis — ci 0.45–0.55 · n=398 · 42.5% of resamples held this rank · named in 7% of answers
Ford contested Ford — ci 0.45–0.55 · n=398 · 49.2% of resamples held this rank · named in 8% of answers
Porsche unsettled Porsche — ci 0.20–0.40 · n=398 · 44.5% of resamples held this rank · named in 4% of answers
Lucid unsettled Lucid — ci 0.15–0.40 · n=398 · 24.0% of resamples held this rank · named in 3% of answers
Nissan unsettled Nissan — ci 0.15–0.40 · n=398 · 19.9% of resamples held this rank · named in 3% of answers
Rivian unsettled Rivian — ci 0.10–0.40 · n=398 · 22.3% of resamples held this rank · named in 2% of answers
Volkswagen gathering Volkswagen — gathering data, n=398. No bootstrap interval yet.
Jeep unsettled Jeep — ci 0.15–0.40 · n=398 · 18.6% of resamples held this rank · named in 2% of answers
Volvo gathering Volvo — gathering data, n=398. No bootstrap interval yet.
Audi gathering Audi — gathering data, n=398. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=398. 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

0.95–0.95

Hyundai

0.90–0.90

Kia

0.80–0.85

Subaru

0.80–0.85

Mazda

0.75–0.75

Lexus

0.65–0.70

Chevrolet

0.60–0.70

BMW

0.60–0.65

Tesla

0.45–0.55

Genesis

0.45–0.55

Ford

0.45–0.55

Porsche

0.20–0.40

Lucid

0.15–0.40

Nissan

0.15–0.40

Rivian

0.10–0.40

Jeep

0.15–0.40