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

Ford takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 6 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

The Ranking, With Its Uncertainty

Ford locked Ford — ci 1.00–1.00 · n=398 · 100.0% of resamples held this rank · named in 100% of answers
Ram locked Ram — ci 0.88–0.88 · n=398 · 100.0% of resamples held this rank · named in 99% of answers
Toyota locked Toyota — ci 0.75–0.75 · n=398 · 100.0% of resamples held this rank · named in 97% of answers
Rivian locked Rivian — ci 0.63–0.63 · n=398 · 99.9% of resamples held this rank · named in 74% of answers
Chevrolet contested Chevrolet — ci 0.38–0.50 · n=398 · 51.9% of resamples held this rank · named in 52% of answers
Honda contested Honda — ci 0.38–0.50 · n=398 · 51.9% of resamples held this rank · named in 51% of answers
GMC firm GMC — ci 0.13–0.25 · n=398 · 84.3% of resamples held this rank · named in 4% of answers
Nissan firm Nissan — ci 0.13–0.25 · n=398 · 83.2% of resamples held this rank · named in 2% of answers
Hyundai gathering Hyundai — gathering data, n=398. 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

Rivian

0.63–0.63

Chevrolet

0.38–0.50

Honda

0.38–0.50

GMC

0.13–0.25

Nissan

0.13–0.25