Business password managers
Asked as “business password manager”, and as “team password vault”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
53%
Clear leader
531Password41Bitwarden02Dashlane04others
53% of first choices, clear leader.
Since October 2026▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.1Password held the lead, +6 points on 47%, inside the 11-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
1Password45%Clear leader↗new leaderNew leader since October 2026: 1Password (45%) replaces Bitwarden (49% then, 38% now), 7 points clear, inside the 11-point floor.Standing →Mid-market1Password53%Clear leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.This pageEnterprise1Password47%Clear leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 11-point floor: within noise.Standing →
1Password45%Clear leader↗new leaderNew leader since October 2026: 1Password (45%) replaces Bitwarden (49% then, 38% now), 7 points clear, inside the 11-point floor.Standing →Mid-market1Password53%Clear leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.This pageEnterprise1Password47%Clear leader▲+3Since October 2026: 44% → 47%, +3 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
011Password53%7%74endorsed leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.47% → 53%
1Password53%7%74endorsed leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.47% → 53%02
Bitwarden41%4%76endorsed leader▼−2Since October 2026: 43% → 41%, −2 points. Inside the 11-point floor: within noise.43% → 41%
Bitwarden41%4%76endorsed leader▼−2Since October 2026: 43% → 41%, −2 points. Inside the 11-point floor: within noise.43% → 41%03
Keeper Security2%2%55accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Keeper Security2%2%55accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%04
NordPass2%9%43accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
NordPass2%9%43accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%05
Dashlane2%22%49accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Dashlane2%22%49accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the three products at 0%, ordered by negative rate
08LastPass for Business0%72%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
RoboForm0%25%16criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
RoboForm0%25%16criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%06Proton Pass for Business0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405P06
07L08
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
011Password53%
1Password53%02Bitwarden41%
Bitwarden41%03Keeper Security2%
Keeper Security2%04NordPass2%
NordPass2%05Dashlane2%
Dashlane2%06Proton Pass for Business0%
07RoboForm0%
RoboForm0%08LastPass for Business0%
What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, DeepSeek V4 Flash, GLM 4.7 FlashX and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
LastPass for Business
72%
26 of 36 labels negative · 14 of 14 models · 15 hard negative
“Many experts recommend avoiding LastPass for new deployments because of ongoing concerns about its security posture” Mistral Small, negative prompt
Dashlane22%
11 of 49 labels negative · 10 of 14 models
“security researcher Marek Tóth presented a vulnerability in browser extensions of several password managers (including Dashlane) at DEF CON 33” Claude Haiku 4.5, negative prompt
Passwordstate100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“Researchers found critical vulnerabilities in the Passwordstate password manager by Click Studios, allowing attackers to bypass authentication” Claude Haiku 4.5, negative prompt
Apple Passwords100%
4 of 4 labels negative · 4 of 14 models · 3 hard negative
“Built-in browser password managers (Chrome, Edge, Safari, Firefox) — Avoid for business use” DeepSeek V4 Flash, negative prompt
What they cite
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.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 789 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Bitwarden49 answers · 94 citations · 13 models
vendor site · LastPass34 answers · 44 citations · 12 models
vendor site · 1Password33 answers · 46 citations · 13 models
24 answers · 25 citations · 10 models
vendor site · Keeper Security19 answers · 26 citations · 9 models
17 answers · 19 citations · 9 models
15 answers · 15 citations · 7 models
15 answers · 15 citations · 8 models
15 answers · 15 citations · 7 models
vendor site · Dashlane12 answers · 12 citations · 8 models
11 answers · 13 citations · 7 models
11 answers · 12 citations · 6 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
23 answers · 10 models
20 answers · 8 models
16 answers · 9 models
15 answers · 7 models
14 answers · 8 models
12 answers · 6 models
12 answers · 8 models
12 answers · 5 models
11 answers · 6 models
11 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best business password manager”, “business password manager”, “business password managers”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| 1Password 1password.com | 53% | 274 | 201,000 | 3,085 | 927,263 | 120 | 4 | |
| Bitwarden bitwarden.com | 41% | 215 | 165,000 | 2,160 | 474,514 | $62 | 52 | 2 |
| Keeper keepersecurity.com Keeper Security 2% | 2% | 152 | 18,100 | 278 | 126,627 company | $1,702 | 118 | 3 |
| NordPass nordpass.com | 2% | 124 | 22,200 | 636 | 505,824 | 74 | ||
| Dashlane dashlane.com | 2% | 121 | 60,500 | 856 | 318,168 | 120 | 1 | |
| Proton proton.me Proton Pass for Business 0% | 0% | 20 | 3,125,854 company | 120 | ||||
| RoboForm roboform.com | 0% | 35 | 18,100 | 665 | 200,205 | 52 | ||
| Zoho Vault zoho.com | 0% | 23 | 4,400 | 32 | 1,216,894 | $51,031 | 119 | 7 |
| TeamPassword teampassword.com | 0% | 4 | ||||||
| BeyondTrust beyondtrust.com BeyondTrust 0%, BeyondTrust Password Safe 0% | 0% | 159 | 6,600 | 377 | 91,200 | $1,820 | 120 |
Google's top ten for the three searches hold 20 sites; 7 of them are among the sites the models cited here (1password.com, bitwarden.com, blog.lastpass.com, dashlane.com, keepersecurity.com, pcmag.com, security.org). The first result for “best business password manager” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best business password manager for a mid-market B2B company?”Paraphrase“Which team password vault would you recommend to a mid-sized B2B company?”Comparative“What are the top business password managers and how do they differ?”Budget-constrained“What is the best business password manager for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a business password manager. What should we look at?”Negative“Which business password managers should I avoid or be cautious about?”
Claude Haiku 4.5Bitwarden1Password, BitwardenChangedagainst: Dashlane, LastPass for Businessno first choiceBitwardenno first choiceagainst: 1Password, Bitwarden, Dashlane, LastPass for Business, Passwordstate
Three alternatives
1Password, Dashlane, NordPassFive alternatives
1Password, Bitwarden, Dashlane, Keeper Security, NordPassTwo alternatives
NordPass, Proton Pass for BusinessGPT-5.4 mini1Password, Dashlane1PasswordChanged1Passwordagainst: RoboFormBitwardenno first choiceagainst: Dashlane, LastPass for Business
One alternative
Keeper SecurityTwo alternatives
Bitwarden, DashlaneFive alternatives
Bitwarden, Dashlane, Keeper Security, NordPass, Zoho VaultOne alternative
1PasswordGemini 3.5 Flash1Password1PasswordHeld1PasswordBitwarden1Password, Bitwarden, Keeper Securityagainst: Apple Passwords, Google Password Manager, KeePass, KeePassXC, LastPass for Business, MS Edge, Passbolt Community
Two alternatives
Bitwarden, Keeper SecurityTwo alternatives
Bitwarden, Keeper SecurityFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassThree alternatives
NordPass, RoboForm, Zoho VaultPerplexity Sonar1Password1PasswordHeld1Passwordagainst: LastPass for BusinessBitwardenno first choiceagainst: LastPass for Business
Four alternatives
Bitwarden, Dashlane, Keeper Security, NordPassTwo alternatives
Bitwarden, Keeper SecurityFive alternatives
Bitwarden, Dashlane, Keeper Security, NordPass, RoboFormThree alternatives
NordPass, RoboForm, Sticky Password for TeamsGrok 4.201Passwordagainst: LastPass for Business1PasswordHeldagainst: CyberArk, Delinea Secret Server1Password, Bitwardenagainst: LastPass for BusinessBitwardenagainst: LastPass for Business1Passwordagainst: 1Password, Dashlane, Keeper Security, LastPass for Business, NordPass, Norton, Passwordstate, RoboForm, Vaultwarden
Three alternatives
Bitwarden, Keeper Security, NordPassTwo alternatives
Bitwarden, Keeper SecurityThree alternatives
Dashlane, Keeper Security, NordPassThree alternatives
Keeper Security, NordPass, RoboFormFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassMistral Small1Password, Bitwarden1PasswordChangedBitwardenBitwardenagainst: 1Passwordno first choiceagainst: Dashlane, LastPass for Business, NordPass
Two alternatives
Keeper Security, NordPassTwo alternatives
Bitwarden, Keeper SecurityFive alternatives
1Password, Dashlane, Keeper Security, LastPass for Business, NordPassOne alternative
NordPassDeepSeek V4 FlashBitwardenagainst: Dashlane, LastPass for Business, NordPass1PasswordChanged1PasswordBitwarden1Passwordagainst: LastPass for Businessagainst: Apple Passwords, Firefox, Google Password Manager, LastPass for Business, Microsoft Edge Password Manager, Passwordstate
Two alternatives
1Password, Keeper SecurityThree alternatives
Bitwarden, Keeper Security, NordPassFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassThree alternatives
1Password, NordPass, RoboFormFour alternatives
Bitwarden, Dashlane, Keeper Security, Zoho VaultLlama 4 Maverick1Password1PasswordHeldno first choiceBitwardenno first choiceagainst: LastPass for Business, NordPass
Four alternatives
Bitwarden, Keeper Security, NordPass, RoboFormThree alternatives
Bitwarden, RoboForm, TeamPasswordThree alternatives
1Password, Keeper Security, NordPassQwen 3.7 Flash1Password1PasswordHeld1Password, BitwardenBitwardenagainst: RoboFormno first choiceagainst: Delinea Secret Serveragainst: LastPass for Business, McAfee True Key, RoboForm
Four alternatives
Bitwarden, Dashlane, Keeper Security, NordPassOne alternative
BitwardenThree alternatives
Dashlane, Keeper Security, NordPassTwo alternatives
Keeper Security, NordPassKimi K21Password1PasswordHeld1Password, Bitwardenagainst: LastPass for BusinessBitwardenagainst: LastPass for Businessno first choiceagainst: Bitwarden, Dashlane, LastPass for Business
Three alternatives
Bitwarden, Dashlane, NordPassTwo alternatives
Bitwarden, Keeper SecurityThree alternatives
Dashlane, Keeper Security, NordPassTwo alternatives
NordPass, Zoho VaultGLM 4.7 FlashX1Password, BitwardenBitwardenChangedBitwardenBitwardenno first choiceagainst: Dashlane, LastPass for Business, Norton Password Manager
Four alternatives
Dashlane, Keeper Security, NordPass, RoboFormThree alternatives
1Password, Keeper Security, TeamPasswordSix alternatives
1Password, Dashlane, Keeper Security, LastPass for Business, NordPass, RoboFormFour alternatives
1Password, Keeper Security, Passbolt, Zoho VaultMiniMax M2.51Password1PasswordHeldagainst: LastPass for BusinessBitwardenagainst: LastPass for BusinessNordPassno first choiceagainst: LastPass for Businessagainst: Apple Passwords, Dashlane, Firefox, Google Password Manager, LastPass for Business, Microsoft Edge Password Manager
Two alternatives
Bitwarden, LastPass for BusinessTwo alternatives
Bitwarden, Keeper SecurityThree alternatives
1Password, BeyondTrust Password Safe, Keeper SecurityThree alternatives
Bitwarden, Dashlane, LastPass for BusinessTwo alternatives
1Password, BitwardenGPT-6 Luna1Password1PasswordHeld1PasswordBitwardenno first choiceagainst: Dashlane, LastPass for Business
Two alternatives
Bitwarden, Keeper SecurityOne alternative
BitwardenFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassTwo alternatives
1Password, Proton Pass for BusinessMuse Glimmer 30BBitwarden1PasswordChangedKeeper SecurityBitwardenagainst: 1Passwordno first choiceagainst: 1Password, Apple Passwords, Bitwarden, Dashlane, Firefox, Google Password Manager, LastPass for Business, Microsoft Edge Password Manager, Norton Password Manager, Passwordstate
Two alternatives
1Password, Keeper SecurityThree alternatives
Bitwarden, Keeper Security, TeamsFour alternatives
1Password, Bitwarden, Dashlane, LastPass for BusinessTwo alternatives
NordPass, PasspackBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:45 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:03 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:19 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:11 | yes | 9 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:26 | yes | 25 | 44 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:13 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:58 | yes | 5 | 25 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:36 | yes | 10 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:55 | yes | 22 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:55 | yes | 10 | 24 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:15 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:43 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:56 | no | 0 | 13 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:12 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:26 | yes | 13 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:54 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:00 | yes | 10 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:50 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:11 | yes | 9 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:33 | yes | 10 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:44 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 12 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:16 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:22 | yes | 7 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:14 | yes | 3 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 19:33 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:33 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 8 | 34 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:58 | yes | 20 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:52 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:01 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:49 | yes | 10 | 20 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:32 | yes | 25 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:57 | yes | 14 | 58 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:50 | yes | 8 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:59 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:07 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:04 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:32 | yes | 18 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:57 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:45 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:41 | yes | 25 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:53 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:47 | yes | 5 | 13 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:40 | yes | 13 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:58 | yes | 10 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:50 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:46 | yes | 3 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:50 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:20 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:46 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 14:01 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:38 | yes | 5 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:40 | no | 0 | 4 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:03 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:14 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:24 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:09 | yes | 13 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:30 | yes | 14 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:03 | yes | 10 | 62 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:39 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:48 | yes | 13 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:22 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:28 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:47 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:18 | yes | 10 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:15 | yes | 25 | 18 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:25 | yes | 8 | 5 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:21 | yes | 10 | 23 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:02 | yes | 18 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:35 | yes | 25 | 136 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:49 | yes | 20 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:25 | yes | 3 | 39 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:28 | yes | 24 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Chrome read as Google Password Manager
Google Chrome read as Google Password Manager
Keeper read as Keeper Security
Keeper Business read as Keeper Security
Keeper Enterprise read as Keeper Security
LastPass read as LastPass for Business
LastPass Business read as LastPass for Business
LastPass Teams read as LastPass for Business
Proton read as Proton Pass for Business
Proton Pass read as Proton Pass for Business
Proton Pass (Business) read as Proton Pass for Business
Proton Pass Essentials read as Proton Pass for Business
Securden read as Securden Password Vault
Thycotic read as Delinea Secret Server
Thycotic (now Delinea) read as Delinea Secret Server
Unresolved, counted raw
MS Edge
McAfee True Key
Microsoft Entra ID Password Management
Passbolt Community
Discontinued, still offered
No shut-down product was recommended here.