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 brand

Nespresso takes the top spot in 100.0% of resamples. Of 9 ranked brands, only 5 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

The Ranking, With Its Uncertainty

Nespresso locked Nespresso — ci 1.00–1.00 · n=404 · 100.0% of resamples held this rank · named in 98% of answers
Keurig locked Keurig — ci 0.88–0.88 · n=404 · 100.0% of resamples held this rank · named in 96% of answers
Ninja locked Ninja — ci 0.75–0.75 · n=404 · 100.0% of resamples held this rank · named in 74% of answers
Cuisinart locked Cuisinart — ci 0.63–0.63 · n=404 · 100.0% of resamples held this rank · named in 22% of answers
Breville locked Breville — ci 0.50–0.50 · n=404 · 100.0% of resamples held this rank · named in 6% of answers
Technivorm gathering Technivorm — gathering data, n=404. No bootstrap interval yet.
Hamilton Beach gathering Hamilton Beach — gathering data, n=404. No bootstrap interval yet.
OXO gathering OXO — gathering data, n=404. No bootstrap interval yet.
AeroPress gathering AeroPress — gathering data, n=404. 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

0.50–0.50