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 wireless earbuds 2026 samsung

Apple takes the top spot in 90.6% of resamples. Of 7 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

Explore Galaxy Buds4 Pro | Wireless Earbuds | Samsung USwww.samsung.comsamsung.com/us/audio-sound/galaxy-…o/?utm=airanks.net195
Samsung Galaxy Buds4 Pro Review - RTINGS.comwww.rtings.comrtings.com/headphones/reviews/sams…ro?utm=airanks.net100
Buy Galaxy Buds4 Pro, White | Price & Deals | Samsung USwww.samsung.comsamsung.com/us/audio-sound/galaxy-…y/?utm=airanks.net85
Explore Galaxy Buds4 | Wireless Earbuds | Samsung USwww.samsung.comsamsung.com/us/audio-sound/galaxy-buds4/?utm=airanks.net82
Mobile Audio | Earbuds & Headphones | Samsung USwww.samsung.comsamsung.com/us/mobile-audio/?utm=airanks.net63
The 3 Best Samsung Earbuds of 2026: Reviews - RTINGS.comwww.rtings.comrtings.com/headphones/reviews/samsung?utm=airanks.net63
Samsung Galaxy Buds 4 review: AirPods envy, AirPods problems - SoundGuyswww.soundguys.comsoundguys.com/samsung-galaxy-buds-…2/?utm=airanks.net58
Galaxy Buds3 FE | Wireless Earbuds with ANC | Samsung USwww.samsung.comsamsung.com/us/mobile-audio/galaxy…e/?utm=airanks.net56

The Ranking, With Its Uncertainty

Apple firm Apple — ci 0.83–1.00 · n=404 · 90.6% of resamples held this rank · named in 62% of answers
Sony firm Sony — ci 0.83–1.00 · n=404 · 90.6% of resamples held this rank · named in 64% of answers
Bose locked Bose — ci 0.67–0.67 · n=404 · 100.0% of resamples held this rank · named in 32% of answers
Beats locked Beats — ci 0.50–0.50 · n=404 · 99.9% of resamples held this rank · named in 4% of answers
Technics soft Technics — ci 0.00–0.33 · n=404 · 70.7% of resamples held this rank · named in 1% of answers
Samsung gathering Samsung — gathering data, n=404. No bootstrap interval yet.
Nothing gathering Nothing — gathering data, n=404. 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.

Apple

0.83–1.00

Sony

0.83–1.00

Bose

0.67–0.67

Beats

0.50–0.50

Technics

0.00–0.33