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

Nespresso takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 6 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

6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net198
Best Single-Serve Coffee Makers of 2026 - Consumer Reportswww.consumerreports.orgconsumerreports.org/single-serve-c…3/?utm=airanks.net126
Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net126
VertuoPlus | Espresso and Coffee Makers | Nespresso USAwww.nespresso.comnespresso.com/us/en/vertuoplus?utm=airanks.net95
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net83
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.net66
Keurig® K-Supreme Plus® SMARTwww.keurig.comkeurig.com/content/K-Supreme-Plus-…er?utm=airanks.net41
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.net31
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/Coffee-Makers/Home-Coff…er?utm=airanks.net25
Ninja® Single-Serve Pods & Grounds Specialty Coffee Maker Black Coffee & Tea Makers - Ninjawww.ninjakitchen.comninjakitchen.com/products/ninja-pb…51?utm=airanks.net24

The Ranking, With Its Uncertainty

Nespresso locked Nespresso — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 99% of answers
Keurig locked Keurig — ci 0.88–0.88 · n=401 · 100.0% of resamples held this rank · named in 100% of answers
Ninja locked Ninja — ci 0.75–0.75 · n=401 · 100.0% of resamples held this rank · named in 74% of answers
Cuisinart locked Cuisinart — ci 0.63–0.63 · n=401 · 100.0% of resamples held this rank · named in 15% of answers
Breville locked Breville — ci 0.38–0.50 · n=401 · 97.1% of resamples held this rank · named in 8% of answers
Technivorm locked Technivorm — ci 0.38–0.50 · n=401 · 96.5% of resamples held this rank · named in 4% of answers
Hamilton Beach soft Hamilton Beach — ci 0.00–0.25 · n=401 · 75.4% of resamples held this rank · named in 2% of answers
OXO gathering OXO — gathering data, n=401. No bootstrap interval yet.
AeroPress gathering AeroPress — gathering data, n=401. 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

0.38–0.50

Technivorm

0.38–0.50

Hamilton Beach

0.00–0.25

7 of 9 brands measured · 7 dominance edges · 6 rungs · 1 pair the data does not separate