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 2026

Honda takes the top spot in 64.7% of resamples. Of 18 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

12 Best Family Cars of 2026 - Kelley Blue Bookwww.kbb.comkbb.com/awards/best-family-cars/?m…ae0b25440e36296bd048
The 5 best midsize three-row SUVs, according to Edmunds | AP Newsapnews.comapnews.com/article/a037a0e9845602d…30?utm=airanks.net44
Kelley Blue Book Names the 12 Best Family Cars of 2026 - Jun 3, 2026mediaroom.kbb.commediaroom.kbb.com/2026-06-03-Kelle…sPDF=1&submitted=141
2026 Palisade Hybrid | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/pali…id?utm=airanks.net38

The Ranking, With Its Uncertainty

Honda contested Honda — ci 0.94–1.00 · n=394 · 64.7% of resamples held this rank · named in 97% of answers
Toyota contested Toyota — ci 0.94–1.00 · n=394 · 64.7% of resamples held this rank · named in 99% of answers
Hyundai locked Hyundai — ci 0.88–0.88 · n=394 · 100.0% of resamples held this rank · named in 99% of answers
Kia locked Kia — ci 0.82–0.82 · n=394 · 100.0% of resamples held this rank · named in 97% of answers
Subaru locked Subaru — ci 0.76–0.76 · n=394 · 100.0% of resamples held this rank · named in 32% of answers
Ford locked Ford — ci 0.71–0.71 · n=394 · 100.0% of resamples held this rank · named in 27% of answers
Chevrolet locked Chevrolet — ci 0.65–0.65 · n=394 · 100.0% of resamples held this rank · named in 19% of answers
Mazda contested Mazda — ci 0.53–0.59 · n=394 · 52.9% of resamples held this rank · named in 7% of answers
Nissan contested Nissan — ci 0.53–0.59 · n=394 · 52.8% of resamples held this rank · named in 7% of answers
Volkswagen soft Volkswagen — ci 0.35–0.47 · n=394 · 69.0% of resamples held this rank · named in 2% of answers
Volvo contested Volvo — ci 0.29–0.47 · n=394 · 50.3% of resamples held this rank · named in 2% of answers
GMC contested GMC — ci 0.24–0.47 · n=394 · 49.1% of resamples held this rank · named in 2% of answers
Tesla gathering Tesla — gathering data, n=394. No bootstrap interval yet.
Lexus gathering Lexus — gathering data, n=394. No bootstrap interval yet.
Lucid gathering Lucid — gathering data, n=394. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=394. No bootstrap interval yet.
BMW gathering BMW — gathering data, n=394. No bootstrap interval yet.
Genesis gathering Genesis — 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.

Honda

0.94–1.00

Toyota

0.94–1.00

Hyundai

0.88–0.88

Kia

0.82–0.82

Subaru

0.76–0.76

Ford

0.71–0.71

Chevrolet

0.65–0.65

Mazda

0.53–0.59

Nissan

0.53–0.59

Volkswagen

0.35–0.47

Volvo

0.29–0.47

GMC

0.24–0.47