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

PHRASE

Skip to main content

The Question

← all rankings / dataset COBALT

Best hybrid car warranty

Toyota takes the top spot in 78.7% of resamples. Of 10 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

Hyundai Warranty Vehicle - Hyundai USA Service & Maintenanceservice.hyundaiusa.comservice.hyundaiusa.com/en/warranty.html?utm=airanks.net201
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.net155
Hyundai Warranty Coverage | America's Best | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/assurance/ame…ty?utm=airanks.net84
2026 Santa Fe Hybrid | Warranty Information | Hyundai USAwww.hyundaiusa.comhyundaiusa.com/us/en/vehicles/sant…cs?utm=airanks.net81
Toyota Manuals and Warranties | Toyota Ownerswww.toyota.comtoyota.com/owners/warranty-owners-…2/?utm=airanks.net81
Compare Specs of the 2027 Kia Sportage Hybrid | Model Chart: LX, S, EX, X-Line, SX Prestige | Kiawww.kia.comkia.com/us/en/sportage-hybrid/spec…re?utm=airanks.net72
Kia Warranty: Up to 10-Year/100,000 Miles | Available Best-In-Class Warranty Options | Kiawww.kia.comkia.com/us/en/warranty?utm=airanks.net60
What is the warranty on my Ford hybrid or electric vehicle battery?www.ford.comford.com/support/how-tos/warranty/…y/?utm=airanks.net53

The Ranking, With Its Uncertainty

Toyota soft Toyota — ci 0.89–1.00 · n=391 · 78.7% of resamples held this rank · named in 100% of answers
Hyundai soft Hyundai — ci 0.89–1.00 · n=391 · 78.7% of resamples held this rank · named in 99% of answers
Kia locked Kia — ci 0.78–0.78 · n=391 · 100.0% of resamples held this rank · named in 92% of answers
Honda locked Honda — ci 0.67–0.67 · n=391 · 99.4% of resamples held this rank · named in 20% of answers
Lexus locked Lexus — ci 0.56–0.56 · n=391 · 99.4% of resamples held this rank · named in 9% of answers
Ford locked Ford — ci 0.44–0.44 · n=391 · 100.0% of resamples held this rank · named in 6% of answers
Subaru gathering Subaru — gathering data, n=391. No bootstrap interval yet.
Mitsubishi gathering Mitsubishi — gathering data, n=391. No bootstrap interval yet.
Nissan gathering Nissan — gathering data, n=391. No bootstrap interval yet.
Chevrolet gathering Chevrolet — 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

0.89–1.00

Hyundai

0.89–1.00

Kia

0.78–0.78

Honda

0.67–0.67

Lexus

0.56–0.56

Ford

0.44–0.44