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

PHRASE

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The Question

← all rankings / dataset COBALT

Best espresso machine reddit

Breville 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

Beginner here. Do I start with the basics or go all out and upgrade in the future? [$1-2k budget]www.reddit.comreddit.com/r/espresso/comments/1vj…o/?utm=airanks.net140
Why the Breville Dual Boiler, is my forever machine. : espressosr.reddit.comsr.reddit.com/r/espresso/comments/…e/?utm=airanks.net120
Official r/espresso: Espresso Machine Budget Buyer's Guidewww.reddit.comreddit.com/r/espresso/comments/107…s/?utm=airanks.net73
Can you recommend a great $1000 espresso machine?www.reddit.comreddit.com/r/espresso/comments/13x…e/?utm=airanks.net46
Beginner (potential hobbyist) espresso machine and grinder [~£500]www.reddit.comreddit.com/r/espresso/comments/1se…d/?utm=airanks.net36

The Ranking, With Its Uncertainty

Breville locked Breville — ci 1.00–1.00 · n=401 · 100.0% of resamples held this rank · named in 90% of answers
Gaggia locked Gaggia — ci 0.88–0.88 · n=401 · 100.0% of resamples held this rank · named in 77% of answers
Rancilio locked Rancilio — ci 0.75–0.75 · n=401 · 100.0% of resamples held this rank · named in 32% of answers
De'Longhi locked De'Longhi — ci 0.63–0.63 · n=401 · 100.0% of resamples held this rank · named in 10% of answers
La Marzocco gathering La Marzocco — gathering data, n=401. No bootstrap interval yet.
Fellow gathering Fellow — gathering data, n=401. No bootstrap interval yet.
Ninja gathering Ninja — gathering data, n=401. No bootstrap interval yet.
Philips gathering Philips — gathering data, n=401. No bootstrap interval yet.
JURA gathering JURA — 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.

Breville

1.00–1.00

Gaggia

0.88–0.88

Rancilio

0.75–0.75

De'Longhi

0.63–0.63