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 under 20k

Mazda takes the top spot in 100.0% of resamples. Of 15 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

10 Best Used Compact SUVs Under $20,000 - Kelley Blue Bookwww.kbb.comkbb.com/best-cars/best-used-compac…0/?utm=airanks.net82
Most Reliable Used SUVs Under $20k for 2026 - iSeeCars.comwww.iseecars.comiseecars.com/reliable-used-cars-un…vs?utm=airanks.net38
Best Used SUVs Under $20k for 2026 - iSeeCars.comwww.iseecars.comiseecars.com/best-used-cars-under-…vs?utm=airanks.net25
2021 Toyota RAV4 Price, Value, Depreciation & Reviews | Kelley Blue Bookwww.kbb.comkbb.com/toyota/rav4/2021/?utm=airanks.net25
Most Reliable Used Crossover SUVs Under $20k for 2026 - iSeeCars.comwww.iseecars.comiseecars.com/reliable-used-cars-un…vs?utm=airanks.net24
2020 Toyota RAV4 Price, Value, Depreciation & Reviews | Kelley Blue Bookwww.kbb.comkbb.com/toyota/rav4/2020/?utm=airanks.net24
2021 MAZDA CX-5 Price, Value, Ratings & Reviews | Kelley Blue Bookwww.kbb.comkbb.com/mazda/cx-5/2021/?utm=airanks.net21

The Ranking, With Its Uncertainty

Mazda locked Mazda — ci 1.00–1.00 · n=394 · 100.0% of resamples held this rank · named in 100% of answers
Honda locked Honda — ci 0.93–0.93 · n=394 · 100.0% of resamples held this rank · named in 97% of answers
Toyota locked Toyota — ci 0.86–0.86 · n=394 · 100.0% of resamples held this rank · named in 95% of answers
Subaru locked Subaru — ci 0.79–0.79 · n=394 · 100.0% of resamples held this rank · named in 94% of answers
Ford locked Ford — ci 0.71–0.71 · n=394 · 99.9% of resamples held this rank · named in 36% of answers
Hyundai locked Hyundai — ci 0.64–0.64 · n=394 · 99.9% of resamples held this rank · named in 26% of answers
Nissan firm Nissan — ci 0.43–0.57 · n=394 · 84.3% of resamples held this rank · named in 6% of answers
Kia contested Kia — ci 0.36–0.57 · n=394 · 62.6% of resamples held this rank · named in 5% of answers
Chevrolet contested Chevrolet — ci 0.14–0.50 · n=394 · 46.3% of resamples held this rank · named in 4% of answers
BMW unsettled BMW — ci 0.21–0.43 · n=394 · 30.1% of resamples held this rank · named in 3% of answers
Lexus unsettled Lexus — ci 0.07–0.50 · n=394 · 18.2% of resamples held this rank · named in 2% of answers
Jeep unsettled Jeep — ci 0.07–0.43 · n=394 · 17.8% of resamples held this rank · named in 3% of answers
Mercedes-Benz unsettled Mercedes-Benz — ci 0.14–0.36 · n=394 · 37.5% of resamples held this rank · named in 3% of answers
Audi soft Audi — ci 0.00–0.21 · n=394 · 68.1% of resamples held this rank · named in 2% of answers
Land Rover gathering Land Rover — gathering data, n=394. 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.

Mazda

1.00–1.00

Honda

0.93–0.93

Toyota

0.86–0.86

Subaru

0.79–0.79

Ford

0.71–0.71

Hyundai

0.64–0.64

Nissan

0.43–0.57

Kia

0.36–0.57

Chevrolet

0.14–0.50

BMW

0.21–0.43

Lexus

0.07–0.50

Jeep

0.07–0.43

Mercedes-Benz

0.14–0.36

Audi

0.00–0.21