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 for gas mileage

Kia takes the top spot in 100.0% of resamples. Of 9 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

2026 Kia Niro Electric SUV: Class-Leading Cargo Room, Tesla Supercharger Compatible, Long-Range EV | MSRP & Features | Kiawww.kia.comkia.com/us/en/niro?utm=airanks.net284
2026 Tucson Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/tucs…id?utm=airanks.net77
What Are the Best Gas Mileage SUVs for 2026? | Edmundswww.edmunds.comedmunds.com/suv/articles/best-gas-…s/?utm=airanks.net52
Fuel Efficient: SUVs with the Best Gas Mileage for 2026www.caranddriver.comcaranddriver.com/rankings/best-suv…ge?utm=airanks.net44
Edmunds SUV comparison: New Toyota RAV4 vs Honda CR-Vapnews.comapnews.com/article/8d8e37a3b402301…cf?utm=airanks.net42
2026 Toyota RAV4 Specifications | Toyota.comwww.toyota.comtoyota.com/rav4/features/mpg_other…0/?utm=airanks.net38

The Ranking, With Its Uncertainty

Kia locked Kia — ci 1.00–1.00 · n=402 · 100.0% of resamples held this rank · named in 94% of answers
Toyota locked Toyota — ci 0.88–0.88 · n=402 · 100.0% of resamples held this rank · named in 77% of answers
Honda locked Honda — ci 0.75–0.75 · n=402 · 100.0% of resamples held this rank · named in 47% of answers
Hyundai soft Hyundai — ci 0.50–0.63 · n=402 · 72.5% of resamples held this rank · named in 16% of answers
Nissan soft Nissan — ci 0.50–0.63 · n=402 · 72.5% of resamples held this rank · named in 15% of answers
Lexus firm Lexus — ci 0.25–0.38 · n=402 · 86.5% of resamples held this rank · named in 5% of answers
Subaru firm Subaru — ci 0.25–0.38 · n=402 · 86.5% of resamples held this rank · named in 4% of answers
Ford gathering Ford — gathering data, n=402. No bootstrap interval yet.
Mazda gathering Mazda — gathering data, n=402. 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.

Kia

1.00–1.00

Toyota

0.88–0.88

Honda

0.75–0.75

Hyundai

0.50–0.63

Nissan

0.50–0.63

Lexus

0.25–0.38

Subaru

0.25–0.38