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 single serve coffee maker k cup

Keurig takes the top spot in 100.0% of resamples. Of 4 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

Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net180
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.net157
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net146
6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net117
Best K-Cup Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/appliances/cof…7/?utm=airanks.net97
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net54
K-Supreme Plus® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/K-Supreme-Plus%C3%A2%E2…er?utm=airanks.net52
Best Keurig coffee maker in 2026 | Tom's Guidewww.tomsguide.comtomsguide.com/best-picks/the-best-…rs?utm=airanks.net38
Keurig® K-Express™ Single Serve Coffee Makerwww.keurig.comkeurig.com/kexpress?utm=airanks.net29

The Ranking, With Its Uncertainty

Keurig locked Keurig — ci 1.00–1.00 · n=405 · 100.0% of resamples held this rank · named in 100% of answers
Cuisinart locked Cuisinart — ci 0.67–0.67 · n=405 · 100.0% of resamples held this rank · named in 39% of answers
Ninja locked Ninja — ci 0.33–0.33 · n=405 · 100.0% of resamples held this rank · named in 7% of answers
Hamilton Beach gathering Hamilton Beach — gathering data, n=405. 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

0.67–0.67

Ninja

0.33–0.33