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 hybrid cars

Toyota takes the top spot in 100.0% of resamples. All 7 ranked brands hold positions 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 Toyota Camry | Toyota.comwww.toyota.comtoyota.com/camry/?utm=airanks.net71
Toyota Prius Plug-in Hybrid Gets Edgier with Newpressroom.toyota.compressroom.toyota.com/?utm=airanks.net71
Edmunds SUV comparison: New Toyota RAV4 vs Honda CR-V | AP Newsapnews.comapnews.com/article/8d8e37a3b402301…cf?utm=airanks.net71
What Are the Best 2026 Hybrids for the Money? | Cars.comwww.cars.comcars.com/articles/what-are-the-bes…6/?utm=airanks.net54
Best Hybrid Cars of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/hybrid/?utm=airanks.net54

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=394 · 100.0% of resamples held this rank · named in 98% of answers
Honda locked Honda — ci 0.83–0.83 · n=394 · 100.0% of resamples held this rank · named in 81% of answers
Hyundai locked Hyundai — ci 0.67–0.67 · n=394 · 100.0% of resamples held this rank · named in 53% of answers
Kia locked Kia — ci 0.50–0.50 · n=394 · 100.0% of resamples held this rank · named in 32% of answers
Lexus locked Lexus — ci 0.17–0.33 · n=394 · 96.3% of resamples held this rank · named in 6% of answers
Ford firm Ford — ci 0.00–0.33 · n=394 · 93.7% of resamples held this rank · named in 4% of answers
Subaru locked Subaru — ci 0.00–0.17 · n=394 · 97.4% of resamples held this rank · named in 2% of answers

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

0.83–0.83

Hyundai

0.67–0.67

Kia

0.50–0.50

Lexus

0.17–0.33

Ford

0.00–0.33

Subaru

0.00–0.17