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 2026

Ford takes the top spot in 92.9% of resamples. Of 11 ranked brands, only 10 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

Best Trucks of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/truck/?utm=airanks.net83
Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net77
The 2026 Toyota Tacoma: Adventure Awaits - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-2026-toyo…s/?utm=airanks.net75
Best Midsize Trucks of 2026 and 2027 - Expert Reviews and Rankings | Edmundswww.edmunds.comedmunds.com/truck/midsize/?utm=airanks.net72

The Ranking, With Its Uncertainty

Ford firm Ford — ci 0.90–1.00 · n=402 · 92.9% of resamples held this rank · named in 100% of answers
Ram firm Ram — ci 0.90–1.00 · n=402 · 92.9% of resamples held this rank · named in 100% of answers
Toyota locked Toyota — ci 0.80–0.80 · n=402 · 100.0% of resamples held this rank · named in 91% of answers
Rivian locked Rivian — ci 0.70–0.70 · n=402 · 99.7% of resamples held this rank · named in 86% of answers
Chevrolet locked Chevrolet — ci 0.60–0.60 · n=402 · 99.7% of resamples held this rank · named in 75% of answers
Honda locked Honda — ci 0.50–0.50 · n=402 · 100.0% of resamples held this rank · named in 43% of answers
GMC locked GMC — ci 0.40–0.40 · n=402 · 100.0% of resamples held this rank · named in 11% of answers
Tesla firm Tesla — ci 0.20–0.30 · n=402 · 87.5% of resamples held this rank · named in 6% of answers
Hyundai firm Hyundai — ci 0.10–0.30 · n=402 · 82.9% of resamples held this rank · named in 3% of answers
Nissan firm Nissan — ci 0.00–0.20 · n=402 · 93.0% of resamples held this rank · named in 2% of answers
Jeep gathering Jeep — gathering data, n=402. 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

0.90–1.00

Ram

0.90–1.00

Toyota

0.80–0.80

Rivian

0.70–0.70

Chevrolet

0.60–0.60

Honda

0.50–0.50

GMC

0.40–0.40

Tesla

0.20–0.30

Hyundai

0.10–0.30

Nissan

0.00–0.20