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

PHRASE

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The Question

← all rankings / dataset COBALT

Best hybrid cars for gas mileage

Toyota takes the top spot in 100.0% of resamples. Of 5 ranked brands, only 3 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 Hyundai Elantra Hybrid | Compact Sedan | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/elan…id?utm=airanks.net312
2026 Kia Niro Electric SUV: Class-Leading Cargo Room, Tesla Supercharger Compatible, Long-Range EV | MSRP & Features | Kiawww.kia.comkia.com/us/en/niro?utm=airanks.net270
2026 Toyota Camry | Toyota.comwww.toyota.comtoyota.com/camry/?utm=airanks.net127
2026 Toyota Prius Specifications | Toyota.comwww.toyota.comtoyota.com/prius/features/mpg/?utm=airanks.net68
2027 Toyota Prius | Toyota.comwww.toyota.comtoyota.com/prius/?utm=airanks.net58

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=399 · 100.0% of resamples held this rank · named in 89% of answers
Kia contested Kia — ci 0.50–0.75 · n=399 · 57.0% of resamples held this rank · named in 83% of answers
Hyundai contested Hyundai — ci 0.50–0.75 · n=399 · 57.0% of resamples held this rank · named in 79% of answers
Honda locked Honda — ci 0.25–0.25 · n=399 · 100.0% of resamples held this rank · named in 71% of answers
Ford locked Ford — ci 0.00–0.00 · n=399 · 100.0% of resamples held this rank · named in 5% 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

Kia

0.50–0.75

Hyundai

0.50–0.75

Honda

0.25–0.25

Ford

0.00–0.00