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 2026

Ram takes the top spot in 100.0% of resamples. Of 8 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

2026 Ford F-150® Truck | Pricing, Photos, Specs & More | Ford.comwww.ford.comford.com/trucks/f150/models/?utm=airanks.net118
Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net84
The 2026 Toyota Tacoma: Adventure Awaits - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-2026-toyo…s/?utm=airanks.net75
Best Trucks for 2026 - MotorTrend's Tested Top Pickswww.motortrend.commotortrend.com/rankings/pickup-trucks?utm=airanks.net71
Best Trucks of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/truck/?utm=airanks.net49
Best Full-size Trucks for 2026 - MotorTrend's Tested Top Pickswww.motortrend.commotortrend.com/rankings/pickup-tru…ze?utm=airanks.net36

The Ranking, With Its Uncertainty

Ram locked Ram — ci 1.00–1.00 · n=390 · 100.0% of resamples held this rank · named in 97% of answers
Ford locked Ford — ci 0.86–0.86 · n=390 · 100.0% of resamples held this rank · named in 90% of answers
Toyota locked Toyota — ci 0.71–0.71 · n=390 · 100.0% of resamples held this rank · named in 42% of answers
Chevrolet soft Chevrolet — ci 0.43–0.57 · n=390 · 68.8% of resamples held this rank · named in 23% of answers
Rivian soft Rivian — ci 0.43–0.57 · n=390 · 68.8% of resamples held this rank · named in 24% of answers
Honda locked Honda — ci 0.29–0.29 · n=390 · 99.1% of resamples held this rank · named in 3% of answers
GMC locked GMC — ci 0.00–0.14 · n=390 · 95.6% of resamples held this rank · named in 1% of answers
Tesla gathering Tesla — gathering data, n=390. 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.

Ram

1.00–1.00

Ford

0.86–0.86

Toyota

0.71–0.71

Chevrolet

0.43–0.57

Rivian

0.43–0.57

Honda

0.29–0.29

GMC

0.00–0.14