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 2026

Toyota takes the top spot in 100.0% of resamples. Of 10 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

2026 Toyota Camry | Toyota.comwww.toyota.comtoyota.com/camry/?utm=airanks.net118
Hybrid Vehicles | Hybrid Model Lineup | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/hybrid-and-ev…ds?utm=airanks.net116
Toyota Prius Plug-in Hybrid Gets Edgier with Newpressroom.toyota.compressroom.toyota.com/?utm=airanks.net116
2026 Toyota Prius Specifications | Toyota.comwww.toyota.comtoyota.com/prius/features/mpg/?utm=airanks.net85
Honda Civic Family: Models & Price | Hondaautomobiles.honda.comautomobiles.honda.com/civic-?utm=airanks.net84
The Next Adventure Begins: 2026 RAV4 Arrives this Winter - Toyota USA Newsroompressroom.toyota.compressroom.toyota.com/the-next-adve…r/?utm=airanks.net75
Compare Specs of the 2026 Kia Sportage Hybrid SUV | Model Chart: LX, EX, SX Prestige | Kiawww.kia.comkia.com/us/en/vehicles/sportage-hy…re?utm=airanks.net75
Edmunds Top Rated vehicle awards for 2026 | AP Newsapnews.comapnews.com/article/8d407cf20abe5fe…d2?utm=airanks.net68
2026 Hyundai Elantra Hybrid | Compact Sedan | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/elan…id?utm=airanks.net68

The Ranking, With Its Uncertainty

Toyota locked Toyota — ci 1.00–1.00 · n=391 · 100.0% of resamples held this rank · named in 99% of answers
Honda locked Honda — ci 0.89–0.89 · n=391 · 100.0% of resamples held this rank · named in 89% of answers
Hyundai locked Hyundai — ci 0.78–0.78 · n=391 · 100.0% of resamples held this rank · named in 72% of answers
Kia locked Kia — ci 0.67–0.67 · n=391 · 100.0% of resamples held this rank · named in 48% of answers
Ford firm Ford — ci 0.44–0.56 · n=391 · 92.9% of resamples held this rank · named in 10% of answers
Lexus soft Lexus — ci 0.33–0.56 · n=391 · 72.4% of resamples held this rank · named in 6% of answers
Subaru soft Subaru — ci 0.33–0.44 · n=391 · 78.5% of resamples held this rank · named in 5% of answers
Mitsubishi gathering Mitsubishi — gathering data, n=391. No bootstrap interval yet.
Mazda gathering Mazda — gathering data, n=391. No bootstrap interval yet.
Volvo gathering Volvo — 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.

Toyota

1.00–1.00

Honda

0.89–0.89

Hyundai

0.78–0.78

Kia

0.67–0.67

Ford

0.44–0.56

Lexus

0.33–0.56

Subaru

0.33–0.44