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 vpn for streaming services reddit

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

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The Ranking, With Its Uncertainty

NordVPN locked NordVPN — ci 1.00–1.00 · n=363 · 100.0% of resamples held this rank · named in 99% of answers
Surfshark locked Surfshark — ci 0.89–0.89 · n=363 · 100.0% of resamples held this rank · named in 100% of answers
ProtonVPN locked ProtonVPN — ci 0.78–0.78 · n=363 · 100.0% of resamples held this rank · named in 94% of answers
ExpressVPN locked ExpressVPN — ci 0.67–0.67 · n=363 · 100.0% of resamples held this rank · named in 71% of answers
Mullvad locked Mullvad — ci 0.56–0.56 · n=363 · 100.0% of resamples held this rank · named in 41% of answers
Windscribe firm Windscribe — ci 0.11–0.44 · n=363 · 81.3% of resamples held this rank · named in 2% of answers
Norton VPN gathering Norton VPN — gathering data, n=363. No bootstrap interval yet.
PrivadoVPN gathering PrivadoVPN — gathering data, n=363. No bootstrap interval yet.
IPVanish gathering IPVanish — gathering data, n=363. No bootstrap interval yet.
Private Internet Access gathering Private Internet Access — gathering data, n=363. 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.

NordVPN

1.00–1.00

Surfshark

0.89–0.89

ProtonVPN

0.78–0.78

ExpressVPN

0.67–0.67

Mullvad

0.56–0.56

Windscribe

0.11–0.44