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 under 30k

Chevrolet takes the top spot in 87.5% of resamples. Of 11 ranked brands, only 9 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 Trax | Compact SUV | Chevroletwww.chevrolet.comchevrolet.com/suvs/trax?utm=airanks.net141
2026 Subaru Crosstrek Specs & Trim | Compare Modelswww.subaru.comsubaru.com/vehicles/crosstrek/2026…ml?utm=airanks.net83
Mazda USA Newsroom - Vehicles | Mazda USA Newsnews.mazdausa.comnews.mazdausa.com/vehicles-2026-cx-30?utm=airanks.net81
2026 Mazda CX-30 – Compact Crossover SUV | Mazda USA | Mazda USAwww.mazdausa.commazdausa.com/vehicles/cx-30?utm=airanks.net72
Assembled in America and Arriving Now: 2026 Toyota Corolla Cross - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/assembled-in-…s/?utm=airanks.net68
2026 Kona | Small SUV - Vehicle Overview | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/kona?utm=airanks.net59
2026 Mazda CX-30: Pricing and Packaging - Sep 18, 2025 | Mazda USA Newsnews.mazdausa.comnews.mazdausa.com/2025-09-18-2026-…ng?utm=airanks.net48
2026 Hyundai Kona Features & Specs | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/kona…cs?utm=airanks.net48

The Ranking, With Its Uncertainty

Chevrolet firm Chevrolet — ci 0.90–1.00 · n=392 · 87.5% of resamples held this rank · named in 92% of answers
Mazda firm Mazda — ci 0.90–1.00 · n=392 · 87.5% of resamples held this rank · named in 86% of answers
Subaru locked Subaru — ci 0.80–0.80 · n=392 · 100.0% of resamples held this rank · named in 65% of answers
Toyota locked Toyota — ci 0.70–0.70 · n=392 · 98.7% of resamples held this rank · named in 62% of answers
Hyundai firm Hyundai — ci 0.50–0.60 · n=392 · 88.7% of resamples held this rank · named in 48% of answers
Honda firm Honda — ci 0.50–0.60 · n=392 · 90.0% of resamples held this rank · named in 55% of answers
Kia firm Kia — ci 0.30–0.40 · n=392 · 88.3% of resamples held this rank · named in 32% of answers
Nissan firm Nissan — ci 0.30–0.40 · n=392 · 88.3% of resamples held this rank · named in 33% of answers
Buick locked Buick — ci 0.20–0.20 · n=392 · 100.0% of resamples held this rank · named in 5% of answers
Volkswagen gathering Volkswagen — gathering data, n=392. No bootstrap interval yet.
Lexus gathering Lexus — 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.

Chevrolet

0.90–1.00

Mazda

0.90–1.00

Subaru

0.80–0.80

Toyota

0.70–0.70

Hyundai

0.50–0.60

Honda

0.50–0.60

Kia

0.30–0.40

Nissan

0.30–0.40

Buick

0.20–0.20