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 coffee maker for k cups

Keurig takes the top spot in 100.0% of resamples. Of 5 ranked brands, only 3 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

Best Keurig coffee maker in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/the-best-…rs?utm=airanks.net146
Keurig's K-Mini Mate is a no-frills compact coffee maker that packs a serious flavor punchwww.techradar.comtechradar.com/home/coffee-machines…ew?utm=airanks.net89
K-Supreme Plus® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Coffee-Makers/K-Supreme…er?utm=airanks.net88
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net71
Keurig® K-Express™ Single Serve Coffee Makerwww.keurig.comkeurig.com/kexpress?utm=airanks.net66
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/appliances/cof…3/?utm=airanks.net50
The best Keurig® brewers for every coffee loverwww.keurig.comkeurig.com/content/best-of-keurig?utm=airanks.net41

The Ranking, With Its Uncertainty

Keurig locked Keurig — ci 1.00–1.00 · n=406 · 100.0% of resamples held this rank · named in 100% of answers
Cuisinart firm Cuisinart — ci 0.50–0.75 · n=406 · 91.4% of resamples held this rank · named in 21% of answers
Ninja firm Ninja — ci 0.50–0.75 · n=406 · 91.4% of resamples held this rank · named in 18% of answers
Nespresso gathering Nespresso — gathering data, n=406. No bootstrap interval yet.
Hamilton Beach gathering Hamilton Beach — gathering data, n=406. 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.

Keurig

1.00–1.00

Cuisinart

0.50–0.75

Ninja

0.50–0.75