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 family car with good gas mileage

Toyota takes the top spot in 93.3% of resamples. Of 6 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

EPA Fuel-Economy Ratings - 2026 Honda CR-V | Honda Info Centerwww.hondainfocenter.comhondainfocenter.com/2026/CR-V/Feat…s/?utm=airanks.net117
2026 Toyota Camry | Toyota.comwww.toyota.comtoyota.com/camry/?utm=airanks.net56
2026 Santa Fe Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/sant…id?utm=airanks.net55
2026 Toyota Sienna Packs in More Standard Features - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-s…s/?utm=airanks.net41
2026 Kia Sorento Hybrid Electric SUV: Fuel Efficient, 3-Row HEV with Available Turbo Engine & AWD | MSRP & Features | Kiawww.kia.comkia.com/us/en/sorento-hybrid?utm=airanks.net40
2026 Toyota Sienna Specifications | Toyota.comwww.toyota.comtoyota.com/sienna/features/dimensions/?utm=airanks.net34

The Ranking, With Its Uncertainty

Toyota firm Toyota — ci 0.80–1.00 · n=398 · 93.3% of resamples held this rank · named in 99% of answers
Honda firm Honda — ci 0.80–1.00 · n=398 · 93.3% of resamples held this rank · named in 94% of answers
Kia locked Kia — ci 0.60–0.60 · n=398 · 100.0% of resamples held this rank · named in 55% of answers
Hyundai locked Hyundai — ci 0.40–0.40 · n=398 · 100.0% of resamples held this rank · named in 33% of answers
Subaru locked Subaru — ci 0.20–0.20 · n=398 · 100.0% of resamples held this rank · named in 5% of answers
Mazda gathering Mazda — 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.

Toyota

0.80–1.00

Honda

0.80–1.00

Kia

0.60–0.60

Hyundai

0.40–0.40

Subaru

0.20–0.20