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 pickup trucks for gas mileage

Ford takes the top spot in 100.0% of resamples. All 8 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 Chevy Silverado 1500 | Pickup Truck | Chevroletwww.chevrolet.comchevrolet.com/trucks/silverado/1500?utm=airanks.net89
2026 Ford Maverick® Truck | Pricing, Photos, Specs & More | Ford.comwww.ford.comford.com/trucks/maverick/specs/?utm=airanks.net85
The 2026 Toyota Tacoma: Adventure Awaits - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-2026-toyo…s/?utm=airanks.net83
Hybrid Electric Vehicles (HEV) Engine Options | Fordwww.ford.comford.com/powertrains/hybrid/?utm=airanks.net71
2026 Santa Cruz | Sport Adventure Vehicle | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/santa-cruz?utm=airanks.net70
2026 Ford F-150® Truck | Pricing, Photos, Specs & More | Ford.comwww.ford.comford.com/trucks/f150/?utm=airanks.net51
Fuel Economy: Electric Vehicles, Small Cars, Crossovers & Morewww.chevrolet.comchevrolet.com/content/chevrolet/na…ml?utm=airanks.net47
2026 Ford Maverick XLT Truck | Model Details & Specs | Ford.comwww.ford.comford.com/trucks/maverick/models/xlt/?utm=airanks.net47

The Ranking, With Its Uncertainty

Ford locked Ford — ci 1.00–1.00 · n=394 · 100.0% of resamples held this rank · named in 99% of answers
Toyota locked Toyota — ci 0.86–0.86 · n=394 · 100.0% of resamples held this rank · named in 86% of answers
Chevrolet locked Chevrolet — ci 0.71–0.71 · n=394 · 100.0% of resamples held this rank · named in 84% of answers
Hyundai locked Hyundai — ci 0.57–0.57 · n=394 · 100.0% of resamples held this rank · named in 52% of answers
Ram locked Ram — ci 0.43–0.43 · n=394 · 99.6% of resamples held this rank · named in 27% of answers
GMC locked GMC — ci 0.29–0.29 · n=394 · 99.6% of resamples held this rank · named in 23% of answers
Honda locked Honda — ci 0.14–0.14 · n=394 · 100.0% of resamples held this rank · named in 11% of answers
Nissan locked Nissan — ci 0.00–0.00 · n=394 · 100.0% of resamples held this rank · named in 1% 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.

Ford

1.00–1.00

Toyota

0.86–0.86

Chevrolet

0.71–0.71

Hyundai

0.57–0.57

Ram

0.43–0.43

GMC

0.29–0.29

Honda

0.14–0.14

Nissan

0.00–0.00