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 without plastic

AeroPress takes the top spot in 100.0% of resamples. Of 10 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

Plastic-Free Single Serve Coffee Maker | Swirl Brewerwww.couleecoffee.comcouleecoffee.com/products/the-coul…rl?utm=airanks.net166
Single Cup Coffee Maker: Best One Cup Coffee Maker - Moccamaster USAus.moccamaster.comus.moccamaster.com/products/cup-one?utm=airanks.net63
Plastic-Free Coffee Brewer – Simply Good Coffeesimplygoodcoffee.comsimplygoodcoffee.com/products/the-…ee?utm=airanks.net49
Melitta® 1-Cup Porcelain Coffee Pour-Over | Official Site – Melitta USAshoponline.melitta.comshoponline.melitta.com/products/1-…er?utm=airanks.net49
V60 Ceramic Coffee Dripper 01 Classic Colors – Hario USAwww.hario-usa.comhario-usa.com/products/v60-ceramic…01?utm=airanks.net39
What materials go into making the AeroPress Premium?help.aeropress.comhelp.aeropress.com/en-US/what-mate…17?utm=airanks.net24

The Ranking, With Its Uncertainty

AeroPress locked AeroPress — ci 1.00–1.00 · n=408 · 100.0% of resamples held this rank · named in 72% of answers
Melitta locked Melitta — ci 0.89–0.89 · n=408 · 98.7% of resamples held this rank · named in 16% of answers
Technivorm firm Technivorm — ci 0.67–0.78 · n=408 · 83.1% of resamples held this rank · named in 12% of answers
Keurig firm Keurig — ci 0.67–0.78 · n=408 · 84.4% of resamples held this rank · named in 12% of answers
Nespresso unsettled Nespresso — ci 0.22–0.56 · n=408 · 44.2% of resamples held this rank · named in 6% of answers
De'Longhi unsettled De'Longhi — ci 0.22–0.56 · n=408 · 30.9% of resamples held this rank · named in 3% of answers
Chemex unsettled Chemex — ci 0.22–0.56 · n=408 · 34.3% of resamples held this rank · named in 3% of answers
Fellow contested Fellow — ci 0.11–0.56 · n=408 · 55.5% of resamples held this rank · named in 2% of answers
Hamilton Beach gathering Hamilton Beach — gathering data, n=408. No bootstrap interval yet.
Ninja gathering Ninja — gathering data, n=408. 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

Melitta

0.89–0.89

Technivorm

0.67–0.78

Keurig

0.67–0.78

Nespresso

0.22–0.56

De'Longhi

0.22–0.56

Chemex

0.22–0.56

Fellow

0.11–0.56