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 2026

Nespresso takes the top spot in 100.0% of resamples. Of 8 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

Good Housekeepingwww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net228
Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net186
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net175
VertuoPlus | Espresso and Coffee Makers | Nespresso USAwww.nespresso.comnespresso.com/us/en/vertuoplus?utm=airanks.net100
Keurig® K-Supreme Plus® SMARTwww.keurig.comkeurig.com/content/k-supreme-plus-…er?utm=airanks.net95
VertuoPlus Grey & Coffee Pack Starter Kit | Vertuo Coffee Machinewww.nespresso.comnespresso.com/us/en/order/machines…it?utm=airanks.net68
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.net63
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net57
The Best Single-Serve Coffee Maker for All the Pod People Out There (2026) | Bon Appétitwww.bonappetit.combonappetit.com/story/best-single-s…er?utm=airanks.net54
The 4 Best Single Serve Coffee Makers — Starting at $34 | The Kitchnwww.thekitchn.comthekitchn.com/single-serve-coffee-…84?utm=airanks.net47

The Ranking, With Its Uncertainty

Nespresso locked Nespresso — ci 1.00–1.00 · n=405 · 100.0% of resamples held this rank · named in 95% of answers
Keurig locked Keurig — ci 0.86–0.86 · n=405 · 100.0% of resamples held this rank · named in 90% of answers
Ninja locked Ninja — ci 0.71–0.71 · n=405 · 100.0% of resamples held this rank · named in 68% of answers
Cuisinart locked Cuisinart — ci 0.57–0.57 · n=405 · 100.0% of resamples held this rank · named in 19% of answers
Breville locked Breville — ci 0.43–0.43 · n=405 · 98.8% of resamples held this rank · named in 2% of answers
Hamilton Beach gathering Hamilton Beach — gathering data, n=405. No bootstrap interval yet.
OXO gathering OXO — gathering data, n=405. No bootstrap interval yet.
Technivorm gathering Technivorm — 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.

Nespresso

1.00–1.00

Keurig

0.86–0.86

Ninja

0.71–0.71

Cuisinart

0.57–0.57

Breville

0.43–0.43

5 of 8 brands measured · 4 dominance edges · 5 rungs · 0 pairs the data does not separate