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 under 40k

Honda takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 8 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

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=393 · 100.0% of resamples held this rank · named in 90% of answers
Toyota locked Toyota — ci 0.91–0.91 · n=393 · 100.0% of resamples held this rank · named in 86% of answers
Subaru locked Subaru — ci 0.82–0.82 · n=393 · 100.0% of resamples held this rank · named in 87% of answers
Mazda locked Mazda — ci 0.73–0.73 · n=393 · 100.0% of resamples held this rank · named in 83% of answers
Kia locked Kia — ci 0.64–0.64 · n=393 · 100.0% of resamples held this rank · named in 51% of answers
Hyundai locked Hyundai — ci 0.55–0.55 · n=393 · 100.0% of resamples held this rank · named in 33% of answers
Chevrolet firm Chevrolet — ci 0.36–0.45 · n=393 · 92.9% of resamples held this rank · named in 4% of answers
Ford firm Ford — ci 0.36–0.45 · n=393 · 92.5% of resamples held this rank · named in 3% of answers
Lexus gathering Lexus — gathering data, n=393. No bootstrap interval yet.
Volkswagen gathering Volkswagen — gathering data, n=393. No bootstrap interval yet.
Mitsubishi gathering Mitsubishi — gathering data, n=393. No bootstrap interval yet.
Nissan gathering Nissan — gathering data, n=393. 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

0.91–0.91

Subaru

0.82–0.82

Mazda

0.73–0.73

Kia

0.64–0.64

Hyundai

0.55–0.55

Chevrolet

0.36–0.45

Ford

0.36–0.45