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 with pods

Keurig takes the top spot in 100.0% of resamples. Of 5 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

VertuoPlus | Espresso and Coffee Makers | Nespresso USAwww.nespresso.comnespresso.com/us/en/vertuoplus?utm=airanks.net208
Keurig® K-Elite® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/pdp/p/K-Elite-Single-Se…er?utm=airanks.net167
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.net132
4 Best Single-Serve Coffeemakers 2026 Reviewed | Food Networkwww.foodnetwork.comfoodnetwork.com/how-to/packages/sh…rs?utm=airanks.net122
6 Best Single-Serve Coffee Makers of 2026, Tested by Expertswww.goodhousekeeping.comgoodhousekeeping.com/appliances/co…s/?utm=airanks.net94
Vertuo Pop+ Candy Pink - Vertuo Coffee Machine - Nespresso USAwww.nespresso.comnespresso.com/us/en/order/machines…nk?utm=airanks.net29
The 4 Best Single Serve Coffee Makers — Starting at $34 | The Kitchnwww.thekitchn.comthekitchn.com/single-serve-coffee-…84?utm=airanks.net22
K-Supreme Plus® Single Serve Coffee Maker | Keurigwww.keurig.comkeurig.com/K-Supreme-Plus%C3%A2%E2…er?utm=airanks.net21

The Ranking, With Its Uncertainty

Keurig locked Keurig — ci 1.00–1.00 · n=400 · 100.0% of resamples held this rank · named in 100% of answers
Nespresso locked Nespresso — ci 0.75–0.75 · n=400 · 100.0% of resamples held this rank · named in 96% of answers
Ninja locked Ninja — ci 0.50–0.50 · n=400 · 100.0% of resamples held this rank · named in 33% of answers
Cuisinart locked Cuisinart — ci 0.25–0.25 · n=400 · 100.0% of resamples held this rank · named in 6% of answers
Breville gathering Breville — 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.

Keurig

1.00–1.00

Nespresso

0.75–0.75

Ninja

0.50–0.50

Cuisinart

0.25–0.25