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 2026 for the money

Toyota takes the top spot in 58.4% of resamples. Of 12 ranked brands, only 5 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

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.net89
2026 Subaru Forester Specs & Trim Options | Subaruwww.subaru.comsubaru.com/vehicles/forester/2026/…ml?utm=airanks.net75
What's the Best Compact SUV for 2026? | Cars.comwww.cars.comcars.com/articles/whats-the-best-c…8/?utm=airanks.net74
Build & Price Your 2026 CR-V | Honda Configuratorautomobiles.honda.comautomobiles.honda.com/tools/build-…lk?utm=airanks.net69
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net60
2026 Toyota RAV4 | Toyota.comwww.toyota.comtoyota.com/rav4/?utm=airanks.net56
All-New 2026 Toyota RAV4 Takes Center Stage in “What’s Your RAV4?” Campaign - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/all-new-2026-…n/?utm=airanks.net49

The Ranking, With Its Uncertainty

Toyota contested Toyota — ci 0.91–1.00 · n=395 · 58.4% of resamples held this rank · named in 75% of answers
Kia contested Kia — ci 0.91–1.00 · n=395 · 58.4% of resamples held this rank · named in 60% of answers
Subaru locked Subaru — ci 0.82–0.82 · n=395 · 100.0% of resamples held this rank · named in 58% of answers
Honda locked Honda — ci 0.73–0.73 · n=395 · 100.0% of resamples held this rank · named in 48% of answers
Hyundai locked Hyundai — ci 0.64–0.64 · n=395 · 100.0% of resamples held this rank · named in 37% of answers
Chevrolet locked Chevrolet — ci 0.55–0.55 · n=395 · 97.9% of resamples held this rank · named in 15% of answers
Mazda soft Mazda — ci 0.36–0.45 · n=395 · 72.9% of resamples held this rank · named in 11% of answers
Mitsubishi soft Mitsubishi — ci 0.36–0.45 · n=395 · 74.2% of resamples held this rank · named in 13% of answers
Ford locked Ford — ci 0.27–0.27 · n=395 · 99.2% of resamples held this rank · named in 4% of answers
Buick soft Buick — ci 0.00–0.18 · n=395 · 79.5% of resamples held this rank · named in 1% of answers
Volkswagen gathering Volkswagen — gathering data, n=395. No bootstrap interval yet.
Nissan gathering Nissan — gathering data, n=395. 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.

Toyota

0.91–1.00

Kia

0.91–1.00

Subaru

0.82–0.82

Honda

0.73–0.73

Hyundai

0.64–0.64

Chevrolet

0.55–0.55

Mazda

0.36–0.45

Mitsubishi

0.36–0.45

Ford

0.27–0.27

Buick

0.00–0.18