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 truck to buy

Ford takes the top spot in 100.0% of resamples. Of 9 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

2026 Ford F-150® Truck | Pricing, Photos, Specs & More | Ford.comwww.ford.comford.com/trucks/f150/models/?utm=airanks.net238
The 2026 Toyota Tacoma: Adventure Awaits - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-2026-toyo…s/?utm=airanks.net154
Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net58
2026 Chevy Silverado 1500 | Pickup Truck | Chevroletwww.chevrolet.comchevrolet.com/trucks/silverado/1500?utm=airanks.net52
2026 Toyota Tacoma | Toyota.comwww.toyota.comtoyota.com/tacoma/?utm=airanks.net51

The Ranking, With Its Uncertainty

Ford locked Ford — ci 1.00–1.00 · n=389 · 100.0% of resamples held this rank · named in 97% of answers
Ram locked Ram — ci 0.88–0.88 · n=389 · 100.0% of resamples held this rank · named in 87% of answers
Toyota locked Toyota — ci 0.75–0.75 · n=389 · 100.0% of resamples held this rank · named in 70% of answers
Chevrolet locked Chevrolet — ci 0.63–0.63 · n=389 · 100.0% of resamples held this rank · named in 50% of answers
Honda locked Honda — ci 0.50–0.50 · n=389 · 100.0% of resamples held this rank · named in 24% of answers
Rivian locked Rivian — ci 0.38–0.38 · n=389 · 100.0% of resamples held this rank · named in 14% of answers
GMC locked GMC — ci 0.25–0.25 · n=389 · 99.9% of resamples held this rank · named in 5% of answers
Nissan gathering Nissan — gathering data, n=389. No bootstrap interval yet.
Tesla gathering Tesla — gathering data, n=389. 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.

Ford

1.00–1.00

Ram

0.88–0.88

Toyota

0.75–0.75

Chevrolet

0.63–0.63

Honda

0.50–0.50

Rivian

0.38–0.38

GMC

0.25–0.25