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 suv with 3rd row seating and gas mileage

Toyota takes the top spot in 100.0% of resamples. Of 13 ranked brands, only 4 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

2026 Palisade Hybrid | Three-Row Midsize SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/pali…id?utm=airanks.net167
2026 Santa Fe Hybrid | Compact Hybrid SUV | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/sant…id?utm=airanks.net166
2026 Toyota Grand Highlander - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/vehicle/2026-…r/?utm=airanks.net110
Hybrid Vehicles | Hybrid Model Lineup | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/hybrid-and-ev…ds?utm=airanks.net53
2026 Toyota Highlander Gets Standard All Wheel Drive Across the Lineup - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/2026-toyota-h…p/?utm=airanks.net49
Comfort and Style Mile After Mile in the 2026 Toyota Grand Highlander - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/comfort-and-s…r/?utm=airanks.net34
Comfort and Style Mile After Mile in the 2026pressroom.toyota.compressroom.toyota.com/?utm=airanks.net32

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=402 · 100.0% of resamples held this rank · named in 99% of answers
Kia locked Kia — ci 0.92–0.92 · n=402 · 100.0% of resamples held this rank · named in 93% of answers
Hyundai locked Hyundai — ci 0.83–0.83 · n=402 · 100.0% of resamples held this rank · named in 88% of answers
Mazda locked Mazda — ci 0.75–0.75 · n=402 · 99.1% of resamples held this rank · named in 10% of answers
Honda soft Honda — ci 0.50–0.67 · n=402 · 67.9% of resamples held this rank · named in 4% of answers
Volkswagen contested Volkswagen — ci 0.50–0.67 · n=402 · 50.2% of resamples held this rank · named in 4% of answers
Mitsubishi contested Mitsubishi — ci 0.50–0.67 · n=402 · 59.4% of resamples held this rank · named in 4% of answers
Ford gathering Ford — gathering data, n=402. No bootstrap interval yet.
Lexus gathering Lexus — gathering data, n=402. No bootstrap interval yet.
Subaru gathering Subaru — gathering data, n=402. No bootstrap interval yet.
Chevrolet gathering Chevrolet — gathering data, n=402. No bootstrap interval yet.
Nissan gathering Nissan — gathering data, n=402. No bootstrap interval yet.
Volvo gathering Volvo — gathering data, n=402. 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

Kia

0.92–0.92

Hyundai

0.83–0.83

Mazda

0.75–0.75

Honda

0.50–0.67

Volkswagen

0.50–0.67

Mitsubishi

0.50–0.67