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 family cars under 30k

Toyota takes the top spot in 100.0% of resamples. Of 12 ranked brands, only 6 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

Assembled in America and Arriving Now: 2026 Toyota Corolla Cross - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/assembled-in-…s/?utm=airanks.net152
2026 Civic Sedan - Fun & Sporty Compact w/ Hybrid Optionautomobiles.honda.comautomobiles.honda.com/civic-sedan?utm=airanks.net149
2026 Toyota Corolla | Toyota.comwww.toyota.comtoyota.com/corolla/?utm=airanks.net82
Build & Price Your 2026 Kia Seltos: Trim Options, Configurations & Packages | Kiawww.kia.comkia.com/us/en/seltos/build?utm=airanks.net67
2026 Nissan Kicks Specs, Trims, Dimensions & Priceswww.nissanusa.comnissanusa.com/vehicles/crossovers-…ml?utm=airanks.net60

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=395 · 100.0% of resamples held this rank · named in 98% of answers
Honda locked Honda — ci 0.91–0.91 · n=395 · 100.0% of resamples held this rank · named in 88% of answers
Chevrolet contested Chevrolet — ci 0.73–0.82 · n=395 · 53.9% of resamples held this rank · named in 45% of answers
Kia contested Kia — ci 0.73–0.82 · n=395 · 53.9% of resamples held this rank · named in 68% of answers
Subaru locked Subaru — ci 0.64–0.64 · n=395 · 99.9% of resamples held this rank · named in 62% of answers
Hyundai locked Hyundai — ci 0.45–0.55 · n=395 · 96.7% of resamples held this rank · named in 34% of answers
Mazda locked Mazda — ci 0.45–0.55 · n=395 · 96.7% of resamples held this rank · named in 39% of answers
Nissan locked Nissan — ci 0.36–0.36 · n=395 · 100.0% of resamples held this rank · named in 20% of answers
Chrysler gathering Chrysler — gathering data, n=395. No bootstrap interval yet.
Volkswagen gathering Volkswagen — gathering data, n=395. No bootstrap interval yet.
Mitsubishi gathering Mitsubishi — gathering data, n=395. No bootstrap interval yet.
Ford gathering Ford — 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

1.00–1.00

Honda

0.91–0.91

Chevrolet

0.73–0.82

Kia

0.73–0.82

Subaru

0.64–0.64

Hyundai

0.45–0.55

Mazda

0.45–0.55

Nissan

0.36–0.36