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Index › IT › Products › Vaultwarden · November 2026 Edition

2 categories · Named, not ranked

Vaultwarden

–Too few to rank

4/14Models named it

1First choices

1Warnings

November 2026 Edition · all company sizes counted.

Ranked inBusiness password managers #21 mid-market IT documentation #68

What AI models recommend

Named, too few times to rank.

A product needs 10 labels in a category before a share is stated. Vaultwarden has 3.

Why models recommend it

No positive label carried a quote.

What gives them pause

“recent Vaultwarden CVEs affected ~9% of exposed instances per Censys data”Grok 4.20 · Negative question · warning

Also on the shortlist

The products named in the same answers as Vaultwarden, over the 8 answers that named it, and how often each was the first choice instead.

Product	Named together	Picked instead
Bitwarden	6	4	View →
1Password	5	0	View →
Dashlane	4	0	View →
NordPass	3	0	View →
RoboForm	3	0	View →
BookStack	2	2	View →
Confluence	2	1	View →
AWS Secrets Manager	2	0	View →
Azure Key Vault	2	0	View →
Doppler	2	0	View →

A side-by-side page exists where both products are among a category's top eight.

How this is measured

Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.

Gane sells AI visibility software. No company can pay to change a result.

Read the method →

Sources returned with these answers

The sites and pages the answers that named Vaultwarden came back with. A fact about retrieval, not a cause of the answer.

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 6 of the 8 answers that named Vaultwarden and are not a share of its labels.

Domains cited

reddit.com4

bitwarden.com3

cybernews.com2

flamingo.run2

forrester.com2

isc2.org2

itdock.io2

arxiv.org1

bleepingcomputer.com1

capterra.com1

No domain is on file for Vaultwarden, so its own site is not marked.

Pages cited

forrester.com/blogs/another-cautionary-tale-on-perils-of-using-password-managers2

isc2.org/Insights/2023/02/the-lastlpass-breach-are-online-password-managers-still-safe2

arxiv.org/html/2003.019851

bitwarden.com/help/password-manager-plans1

bitwarden.com/pricing1

bitwarden.com/pricing/business1

bitwarden.com/products/business1

bitwarden.com/resources/business-password-manager-comparison-report1

Pages are listed as the models cited them.

By model

How each model answered on Vaultwarden across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

Model	Mention	Warning	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	2	0	2
Perplexity Sonar	0	0	0
Grok 4.20	0	1	1
Mistral Small	0	0	0
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	0	0	0
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	0	0	0
MiniMax M2.5	0	0	0
GPT-6 Luna	0	0	0
Muse Glimmer 30B	0	0	0