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

What is the best single-serve coffee maker

Nespresso takes the top spot in 100.0% of resamples. Of 9 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

Good Housekeepingwww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net167
foodnetwork.comwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net141
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net128
VertuoPlus | Espresso and Coffee Makers | Nespresso USAwww.nespresso.comnespresso.com/us/en/vertuoplus?utm=airanks.net102
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net67
Keurig® K-Supreme Plus® SMARTwww.keurig.comkeurig.com/content/K-Supreme-Plus-…er?utm=airanks.net43
VertuoPlus Grey & Coffee Pack Starter Kit | Vertuo Coffee Machinewww.nespresso.comnespresso.com/us/en/order/machines…it?utm=airanks.net38
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.net37
Consumer Reportswww.consumerreports.orgconsumerreports.org/appliances/cof…3/?utm=airanks.net26
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Coffee-Makers/Home-Coff…er?utm=airanks.net18

The Ranking, With Its Uncertainty

Nespresso locked Nespresso — ci 1.00–1.00 · n=400 · 100.0% of resamples held this rank · named in 93% of answers
Keurig locked Keurig — ci 0.88–0.88 · n=400 · 100.0% of resamples held this rank · named in 93% of answers
Ninja locked Ninja — ci 0.75–0.75 · n=400 · 100.0% of resamples held this rank · named in 47% of answers
Cuisinart locked Cuisinart — ci 0.63–0.63 · n=400 · 100.0% of resamples held this rank · named in 13% of answers
Breville soft Breville — ci 0.25–0.50 · n=400 · 72.0% of resamples held this rank · named in 3% of answers
Technivorm contested Technivorm — ci 0.13–0.50 · n=400 · 55.4% of resamples held this rank · named in 2% of answers
Hamilton Beach contested Hamilton Beach — ci 0.00–0.50 · n=400 · 52.3% of resamples held this rank · named in 1% of answers
AeroPress gathering AeroPress — gathering data, n=400. No bootstrap interval yet.
De'Longhi gathering De'Longhi — gathering data, n=400. 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

0.88–0.88

Ninja

0.75–0.75

Cuisinart

0.63–0.63

Breville

0.25–0.50

Technivorm

0.13–0.50

Hamilton Beach

0.00–0.50

7 of 9 brands measured · 6 dominance edges · 5 rungs · 3 pairs the data does not separate