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 reddit

AeroPress takes the top spot in 100.0% of resamples. Of 11 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

Redditwww.reddit.comreddit.com/r/BuyItForLife/comments…e/?utm=airanks.net228
Recommendation for single serve coffee machine that only does groundswww.reddit.comreddit.com/r/BuyItForLife/comments…e/?utm=airanks.net154
Single serve coffee makerwww.reddit.comreddit.com/r/BuyItForLife/comments…r/?utm=airanks.net126
best coffee makers with a single serve optionwww.reddit.comreddit.com/r/Coffee_Machines/comme…yq?utm=airanks.net88
Best Keurig Machine? : r/keurigwww.reddit.comreddit.com/r/keurig/comments/18bxr…e/?utm=airanks.net71
Single serve coffee maker 16 ozwww.reddit.comreddit.com/r/keurig/comments/1t9gw…z/?utm=airanks.net65
Nespresso Machine Recommendations : r/nespressowww.reddit.comreddit.com/r/nespresso/comments/1v…s/?utm=airanks.net44
Redditwww.reddit.comreddit.com/r/keurig/comments/1u35n…e/?utm=airanks.net37
Simple coffee maker recswww.reddit.comreddit.com/r/BuyItForLife/comments…s/?utm=airanks.net34
Moccamaster (Technivorm) Cup-One - All Reddit Reviews, in One Placeredditrecs.comredditrecs.com/drip-coffee-maker/m…e/?utm=airanks.net33

The Ranking, With Its Uncertainty

AeroPress locked AeroPress — ci 1.00–1.00 · n=399 · 100.0% of resamples held this rank · named in 92% of answers
Nespresso contested Nespresso — ci 0.80–0.90 · n=399 · 59.0% of resamples held this rank · named in 83% of answers
Keurig contested Keurig — ci 0.80–0.90 · n=399 · 59.0% of resamples held this rank · named in 93% of answers
Technivorm locked Technivorm — ci 0.70–0.70 · n=399 · 98.9% of resamples held this rank · named in 55% of answers
Ninja locked Ninja — ci 0.60–0.60 · n=399 · 99.0% of resamples held this rank · named in 51% of answers
Hamilton Beach locked Hamilton Beach — ci 0.50–0.50 · n=399 · 99.1% of resamples held this rank · named in 16% of answers
OXO locked OXO — ci 0.40–0.40 · n=399 · 99.1% of resamples held this rank · named in 11% of answers
Mr. Coffee locked Mr. Coffee — ci 0.30–0.30 · n=399 · 97.6% of resamples held this rank · named in 5% of answers
Fellow gathering Fellow — gathering data, n=399. No bootstrap interval yet.
Zojirushi gathering Zojirushi — gathering data, n=399. No bootstrap interval yet.
Cuisinart gathering Cuisinart — gathering data, n=399. 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.

AeroPress

1.00–1.00

Nespresso

0.80–0.90

Keurig

0.80–0.90

Technivorm

0.70–0.70

Ninja

0.60–0.60

Hamilton Beach

0.50–0.50

OXO

0.40–0.40

Mr. Coffee

0.30–0.30

8 of 11 brands measured · 8 dominance edges · 7 rungs · 1 pair the data does not separate