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 password manager reddit

Bitwarden takes the top spot in 100.0% of resamples. All 6 ranked brands hold positions 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 Pass vs Bitwarden — which one is better?www.reddit.comreddit.com/r/Bitwarden/comments/1v…r/?utm=airanks.net161
Proton Pass vs 1Password - what should I choose?www.reddit.comreddit.com/r/PasswordManagers/comm…e/?utm=airanks.net66
Everyone says something different… so which password manager is actually the best?www.reddit.comreddit.com/r/PasswordManagers/comm…h/?utm=airanks.net58
Best Password Manager List & Comparison Tablewww.reddit.comreddit.com/r/PasswordManagers/comm…e/?utm=airanks.net54
What's the best password manager according to Reddit?whatredditthinks.comwhatredditthinks.com/topics/best-p…t/?utm=airanks.net54

The Ranking, With Its Uncertainty

Bitwarden locked Bitwarden — ci 1.00–1.00 · n=378 · 100.0% of resamples held this rank · named in 99% of answers
1Password locked 1Password — ci 0.80–0.80 · n=378 · 100.0% of resamples held this rank · named in 95% of answers
Proton Pass locked Proton Pass — ci 0.60–0.60 · n=378 · 100.0% of resamples held this rank · named in 94% of answers
KeePass locked KeePass — ci 0.40–0.40 · n=378 · 100.0% of resamples held this rank · named in 83% of answers
Apple Passwords firm Apple Passwords — ci 0.00–0.20 · n=378 · 94.3% of resamples held this rank · named in 12% of answers
LastPass firm LastPass — ci 0.00–0.20 · n=378 · 94.3% of resamples held this rank · named in 6% 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.

Bitwarden

1.00–1.00

1Password

0.80–0.80

Proton Pass

0.60–0.60

KeePass

0.40–0.40

Apple Passwords

0.00–0.20

LastPass

0.00–0.20