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 under 10k

Nissan takes the top spot in 100.0% of resamples. Of 11 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

6 Most Reliable Used Pickup Trucks - Consumer Reportswww.consumerreports.orgconsumerreports.org/pickup-trucks/…4/?utm=airanks.net91
Check for Recalls: Vehicle, Car Seat, Tire, Equipment | NHTSAwww.nhtsa.govnhtsa.gov/recalls?utm=airanks.net66
Best Used Pickups on a $10,000 Budget - Autotraderwww.autotrader.comautotrader.com/car-shopping/good-u…88?utm=airanks.net55
Used Trucks for Sale Under $10,000 Near Me - Autotraderwww.autotrader.comautotrader.com/cars-for-sale/truck…00?utm=airanks.net43
FINALSubject: 2005-10 Frontier, Pathfinder, and Xterra Radiator Assemblystatic.nhtsa.govstatic.nhtsa.gov/odi/tsbs/2012/MC-…df?utm=airanks.net39

The Ranking, With Its Uncertainty

Nissan locked Nissan — ci 1.00–1.00 · n=391 · 100.0% of resamples held this rank · named in 93% of answers
Ford locked Ford — ci 0.90–0.90 · n=391 · 100.0% of resamples held this rank · named in 96% of answers
Chevrolet locked Chevrolet — ci 0.80–0.80 · n=391 · 99.6% of resamples held this rank · named in 92% of answers
Toyota locked Toyota — ci 0.70–0.70 · n=391 · 99.6% of resamples held this rank · named in 85% of answers
Honda locked Honda — ci 0.60–0.60 · n=391 · 100.0% of resamples held this rank · named in 75% of answers
Ram soft Ram — ci 0.30–0.50 · n=391 · 74.7% of resamples held this rank · named in 41% of answers
Dodge contested Dodge — ci 0.30–0.50 · n=391 · 47.9% of resamples held this rank · named in 30% of answers
GMC contested GMC — ci 0.30–0.50 · n=391 · 62.6% of resamples held this rank · named in 41% of answers
Mazda soft Mazda — ci 0.10–0.20 · n=391 · 74.7% of resamples held this rank · named in 2% of answers
Jeep soft Jeep — ci 0.10–0.20 · n=391 · 73.6% of resamples held this rank · named in 2% of answers
Chrysler gathering Chrysler — gathering data, n=391. 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.

Nissan

1.00–1.00

Ford

0.90–0.90

Chevrolet

0.80–0.80

Toyota

0.70–0.70

Honda

0.60–0.60

Ram

0.30–0.50

Dodge

0.30–0.50

GMC

0.30–0.50

Mazda

0.10–0.20

Jeep

0.10–0.20