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

Honda takes the top spot in 100.0% of resamples. Of 16 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

2027 Honda Odyssey Family Minivan | Features and Pricingautomobiles.honda.comautomobiles.honda.com/odyssey/spec…on?utm=airanks.net91
2026 Toyota Sienna Packs in More Standard Features - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-s…s/?utm=airanks.net57
2026 Honda Odyssey - Fun & Modern Family Minivanautomobiles.honda.comautomobiles.honda.com/odyssey/?utm=airanks.net42
The 5 best midsize three-row SUVs, according to Edmunds | AP Newsapnews.comapnews.com/article/a037a0e9845602d…30?utm=airanks.net42
The top 5 affordable cars and SUVs for 2026, according to Edmunds | AP Newsapnews.comapnews.com/article/849ed2b517e2fcc…b1?utm=airanks.net34

The Ranking, With Its Uncertainty

Honda locked Honda — ci 1.00–1.00 · n=398 · 100.0% of resamples held this rank · named in 98% of answers
Toyota locked Toyota — ci 0.93–0.93 · n=398 · 100.0% of resamples held this rank · named in 100% of answers
Hyundai locked Hyundai — ci 0.87–0.87 · n=398 · 100.0% of resamples held this rank · named in 92% of answers
Kia locked Kia — ci 0.80–0.80 · n=398 · 99.7% of resamples held this rank · named in 87% of answers
Subaru locked Subaru — ci 0.73–0.73 · n=398 · 99.7% of resamples held this rank · named in 58% of answers
Mazda locked Mazda — ci 0.67–0.67 · n=398 · 98.5% of resamples held this rank · named in 17% of answers
Ford soft Ford — ci 0.53–0.60 · n=398 · 70.8% of resamples held this rank · named in 14% of answers
Nissan soft Nissan — ci 0.53–0.60 · n=398 · 72.1% of resamples held this rank · named in 11% of answers
Chevrolet locked Chevrolet — ci 0.47–0.47 · n=398 · 99.9% of resamples held this rank · named in 6% of answers
Volvo soft Volvo — ci 0.20–0.40 · n=398 · 76.3% of resamples held this rank · named in 1% of answers
GMC gathering GMC — gathering data, n=398. No bootstrap interval yet.
Chrysler gathering Chrysler — gathering data, n=398. No bootstrap interval yet.
Volkswagen gathering Volkswagen — gathering data, n=398. No bootstrap interval yet.
Lexus gathering Lexus — gathering data, n=398. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=398. No bootstrap interval yet.
Rivian gathering Rivian — gathering data, n=398. 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

0.93–0.93

Hyundai

0.87–0.87

Kia

0.80–0.80

Subaru

0.73–0.73

Mazda

0.67–0.67

Ford

0.53–0.60

Nissan

0.53–0.60

Chevrolet

0.47–0.47

Volvo

0.20–0.40