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 car 2026

Toyota takes the top spot in 100.0% of resamples. Of 10 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 Palisade Hybrid | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/pali…id?utm=airanks.net52
2026 Toyota Sienna Packs in More Standard Features - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-s…s/?utm=airanks.net46
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey/?utm=airanks.net41
2026 Palisade | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/palisade?utm=airanks.net39
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey?utm=airanks.net34

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=391 · 100.0% of resamples held this rank · named in 96% of answers
Hyundai locked Hyundai — ci 0.78–0.89 · n=391 · 96.1% of resamples held this rank · named in 80% of answers
Honda locked Honda — ci 0.78–0.89 · n=391 · 96.1% of resamples held this rank · named in 78% of answers
Kia locked Kia — ci 0.67–0.67 · n=391 · 100.0% of resamples held this rank · named in 67% of answers
Subaru locked Subaru — ci 0.56–0.56 · n=391 · 99.7% of resamples held this rank · named in 8% of answers
Ford soft Ford — ci 0.22–0.44 · n=391 · 65.6% of resamples held this rank · named in 4% of answers
Mazda contested Mazda — ci 0.11–0.44 · n=391 · 48.3% of resamples held this rank · named in 3% of answers
Nissan unsettled Nissan — ci 0.11–0.44 · n=391 · 44.0% of resamples held this rank · named in 2% of answers
Chevrolet contested Chevrolet — ci 0.11–0.33 · n=391 · 55.1% of resamples held this rank · named in 2% of answers
Volvo gathering Volvo — gathering data, n=391. 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

Hyundai

0.78–0.89

Honda

0.78–0.89

Kia

0.67–0.67

Subaru

0.56–0.56

Ford

0.22–0.44

Mazda

0.11–0.44

Nissan

0.11–0.44

Chevrolet

0.11–0.33