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 to buy used

Toyota takes the top spot in 92.9% of resamples. Of 9 ranked brands, only 8 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

Check for Recalls: Vehicle, Car Seat, Tire, Equipment | NHTSAwww.nhtsa.govnhtsa.gov/recalls?utm=airanks.net193
6 Most Reliable Used Pickup Trucks - Consumer Reportswww.consumerreports.orgconsumerreports.org/pickup-trucks/…4/?utm=airanks.net150
Edmunds: The best used trucks for under $25,000 | AP Newsapnews.comapnews.com/article/b74e96e6e451b34…7a?utm=airanks.net140
Most Reliable Used Trucks for 2026 - iSeeCars.comwww.iseecars.comiseecars.com/most-reliable-used-ca…ks?utm=airanks.net59
Kelley Blue Book Announces 2026 Best Resale Value Award Winners - Mar 19, 2026mediaroom.kbb.commediaroom.kbb.com/2026-03-19-Kelle…rs?utm=airanks.net46

The Ranking, With Its Uncertainty

Toyota firm Toyota — ci 0.88–1.00 · n=392 · 92.9% of resamples held this rank · named in 98% of answers
Ford firm Ford — ci 0.75–1.00 · n=392 · 89.5% of resamples held this rank · named in 99% of answers
Honda locked Honda — ci 0.75–0.88 · n=392 · 96.6% of resamples held this rank · named in 93% of answers
Nissan locked Nissan — ci 0.63–0.63 · n=392 · 100.0% of resamples held this rank · named in 73% of answers
Chevrolet locked Chevrolet — ci 0.50–0.50 · n=392 · 100.0% of resamples held this rank · named in 65% of answers
Ram locked Ram — ci 0.38–0.38 · n=392 · 100.0% of resamples held this rank · named in 53% of answers
GMC locked GMC — ci 0.25–0.25 · n=392 · 100.0% of resamples held this rank · named in 27% of answers
Jeep locked Jeep — ci 0.13–0.13 · n=392 · 100.0% of resamples held this rank · named in 6% of answers
Hyundai gathering Hyundai — gathering data, n=392. 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.

Toyota

0.88–1.00

Ford

0.75–1.00

Honda

0.75–0.88

Nissan

0.63–0.63

Chevrolet

0.50–0.50

Ram

0.38–0.38

GMC

0.25–0.25

Jeep

0.13–0.13