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 hybrid cars under 10k

Toyota takes the top spot in 100.0% of resamples. Of 17 ranked brands, only 7 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

Used hybrid cars, trucks & SUVs under $10,000 | Edmundswww.edmunds.comedmunds.com/used-hybrid-under-10000/?utm=airanks.net104
Check for Recalls: Vehicle, Car Seat, Tire, Equipment | NHTSAwww.nhtsa.govnhtsa.gov/recalls?utm=airanks.net88
Used Hybrid Vehicles for Sale Near Me - Autotraderwww.autotrader.comautotrader.com/cars-for-sale/hybri…00?utm=airanks.net27
Best Used Cars and SUVs Under $10,000 - Consumer Reportswww.consumerreports.orgconsumerreports.org/cars/best-used…8/?utm=airanks.net18
Best Used Cars and SUVs Under $10,000 - Consumer Reportswww.consumerreports.orgconsumerreports.org/used-cars/best…8/?utm=airanks.net17
How to Inspect a Used Car to Avoid Costly Repairs - Consumer Reportswww.consumerreports.orgconsumerreports.org/cars/how-to-in…9/?utm=airanks.net17
Buying a Used Car From a Dealer | Consumer Adviceconsumer.ftc.govconsumer.ftc.gov/articles/buying-u…er?utm=airanks.net16

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 90% of answers
Ford locked Ford — ci 0.94–0.94 · n=401 · 100.0% of resamples held this rank · named in 89% of answers
Honda locked Honda — ci 0.88–0.88 · n=401 · 100.0% of resamples held this rank · named in 58% of answers
Lexus locked Lexus — ci 0.81–0.81 · n=401 · 100.0% of resamples held this rank · named in 47% of answers
Hyundai contested Hyundai — ci 0.69–0.75 · n=401 · 46.2% of resamples held this rank · named in 26% of answers
Chevrolet contested Chevrolet — ci 0.69–0.75 · n=401 · 46.2% of resamples held this rank · named in 27% of answers
Kia locked Kia — ci 0.63–0.63 · n=401 · 98.6% of resamples held this rank · named in 13% of answers
BMW locked BMW — ci 0.56–0.56 · n=401 · 96.2% of resamples held this rank · named in 7% of answers
Mercedes-Benz firm Mercedes-Benz — ci 0.44–0.50 · n=401 · 81.6% of resamples held this rank · named in 5% of answers
Nissan soft Nissan — ci 0.38–0.50 · n=401 · 79.3% of resamples held this rank · named in 3% of answers
Infiniti unsettled Infiniti — ci 0.06–0.38 · n=401 · 29.5% of resamples held this rank · named in 1% of answers
Audi gathering Audi — gathering data, n=401. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=401. No bootstrap interval yet.
Porsche gathering Porsche — gathering data, n=401. No bootstrap interval yet.
Acura gathering Acura — gathering data, n=401. No bootstrap interval yet.
Lincoln gathering Lincoln — gathering data, n=401. No bootstrap interval yet.
Volkswagen gathering Volkswagen — gathering data, n=401. 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

1.00–1.00

Ford

0.94–0.94

Honda

0.88–0.88

Lexus

0.81–0.81

Hyundai

0.69–0.75

Chevrolet

0.69–0.75

Kia

0.63–0.63

BMW

0.56–0.56

Mercedes-Benz

0.44–0.50

Nissan

0.38–0.50

Infiniti

0.06–0.38