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 vpn for privacy and security reddit

Mullvad takes the top spot in 100.0% of resamples. Of 8 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

Proton VPN passes 5th annual external audit of no-logs policy | Proton VPNprotonvpn.comprotonvpn.com/blog/no-logs-audit?utm=airanks.net146
VPN for Privacy & Security | IVPN | Resist Online Surveillancewww.ivpn.netivpn.net/en/?utm=airanks.net133
VPN Recommendations Megathread: The only place to discuss specific VPN providers : r/VPNwww.reddit.comreddit.com/r/VPN/comments/1tih5w7/…o/?utm=airanks.net115
The 3 Best VPNs For Privacy of 2026 - RTINGS.comwww.rtings.comrtings.com/vpn/reviews/best/privacy?utm=airanks.net72
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Download free VPN with no data limits | Proton VPNprotonvpn.comprotonvpn.com/free-vpn/download?utm=airanks.net52
What's the best VPN for privacy right now? : r/VPN_Questionwww.reddit.comreddit.com/r/VPN_Question/comments…w/?utm=airanks.net50

The Ranking, With Its Uncertainty

Mullvad locked Mullvad — ci 1.00–1.00 · n=364 · 100.0% of resamples held this rank · named in 100% of answers
ProtonVPN locked ProtonVPN — ci 0.86–0.86 · n=364 · 100.0% of resamples held this rank · named in 100% of answers
IVPN locked IVPN — ci 0.71–0.71 · n=364 · 100.0% of resamples held this rank · named in 87% of answers
NordVPN locked NordVPN — ci 0.57–0.57 · n=364 · 100.0% of resamples held this rank · named in 16% of answers
Private Internet Access contested Private Internet Access — ci 0.14–0.43 · n=364 · 64.4% of resamples held this rank · named in 3% of answers
Surfshark contested Surfshark — ci 0.14–0.43 · n=364 · 55.4% of resamples held this rank · named in 3% of answers
Windscribe contested Windscribe — ci 0.00–0.43 · n=364 · 63.0% of resamples held this rank · named in 1% of answers
ExpressVPN soft ExpressVPN — ci 0.00–0.14 · n=364 · 76.1% of resamples held this rank · named in 1% of answers

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.

Mullvad

1.00–1.00

ProtonVPN

0.86–0.86

IVPN

0.71–0.71

NordVPN

0.57–0.57

Private Internet Access

0.14–0.43

Surfshark

0.14–0.43

Windscribe

0.00–0.43

ExpressVPN

0.00–0.14