Business password managers for small business buyers
Asked as “business password manager”, and as “team password vault”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
451Password38Bitwarden05NordPass11others
45% of first choices, clear leader.
Since October 2026↗new leaderNew leader since October 2026: 1Password (45%) replaces Bitwarden (49% then, 38% now), 7 points clear, inside the 11-point floor.1Password leads at 45%, replacing Bitwarden, which led at 49% and stands at 38% now: 7 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-market1Password53%Clear leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.Standing →Enterprise1Password47%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.This pageMid-market1Password53%Clear leader▲+6Since October 2026: 47% → 53%, +6 points. Inside the 11-point floor: within noise.Standing →Enterprise1Password47%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
011Password45%5%64endorsed leader▲+4Since October 2026: 41% → 45%, +4 points. Inside the 11-point floor: within noise.41% → 45%
1Password45%5%64endorsed leader▲+4Since October 2026: 41% → 45%, +4 points. Inside the 11-point floor: within noise.41% → 45%02
Bitwarden38%1%75endorsed leader▼−11Since October 2026: 49% → 38%, −11 points. Inside the 11-point floor: within noise.49% → 38%
Bitwarden38%1%75endorsed leader▼−11Since October 2026: 49% → 38%, −11 points. Inside the 11-point floor: within noise.49% → 38%03
NordPass5%6%53accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%
NordPass5%6%53accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%04LastPass for Business4%57%42criticized challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
05
RoboForm2%13%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
RoboForm2%13%15accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%06
Zoho Vault2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Zoho Vault2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
08
Dashlane0%21%38accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Dashlane0%21%38accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Keeper Security0%0%45accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Keeper Security0%0%45accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
010203L04
05060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
011Password45%
1Password45%02Bitwarden38%
Bitwarden38%03NordPass5%
NordPass5%04LastPass for Business4%
05RoboForm2%
RoboForm2%06Zoho Vault2%
Zoho Vault2%07Keeper Security0%
Keeper Security0%08Dashlane0%
Dashlane0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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
57%
24 of 42 labels negative · 14 of 14 models · 16 hard negative
“many cybersecurity analysts advise businesses to look elsewhere due to lingering trust concerns and architectural choices compared to competitors” Gemini 3.5 Flash, negative prompt
Dashlane21%
8 of 38 labels negative · 6 of 14 models · 3 hard negative
“Some experts advise avoiding Dashlane Enterprise due to complex pricing and management requirements” Mistral Small, negative prompt
KeePass83%
5 of 6 labels negative · 5 of 14 models · 1 hard negative
“KeePass – Requires too much technical management for a small business” Kimi K2, paraphrase prompt
Apple Passwords100%
4 of 4 labels negative · 4 of 14 models · 4 hard negative
“strictly avoid using the native password savers built into web browsers (e.g., Google Chrome, Safari, Firefox)” Qwen 3.7 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
74 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. 801 links across 192 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 · Bitwarden50 answers · 101 citations · 13 models
vendor site · LastPass40 answers · 68 citations · 12 models
vendor site · 1Password30 answers · 42 citations · 12 models
24 answers · 25 citations · 11 models
22 answers · 25 citations · 6 models
21 answers · 21 citations · 9 models
vendor site · Clutch21 answers · 21 citations · 10 models
21 answers · 21 citations · 9 models
vendor site · Dashlane18 answers · 18 citations · 12 models
15 answers · 18 citations · 9 models
14 answers · 15 citations · 10 models
14 answers · 14 citations · 9 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.
28 answers · 10 models
25 answers · 10 models
24 answers · 11 models
21 answers · 9 models
21 answers · 10 models
19 answers · 9 models
17 answers · 6 models
15 answers · 9 models
14 answers · 9 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 | 45% | 274 | 201,000 | 3,085 | 927,263 | 120 | 4 | |
| Bitwarden bitwarden.com | 38% | 215 | 165,000 | 2,160 | 474,514 | $62 | 52 | 2 |
| NordPass nordpass.com | 5% | 124 | 22,200 | 636 | 505,824 | 74 | ||
| LastPass lastpass.com LastPass for Business 4% | 4% | 104 | 201,000 | 2,713 | 1,804,249 | $1,220 | 53 | 2 |
| RoboForm roboform.com | 2% | 35 | 18,100 | 665 | 200,205 | 52 | ||
| Zoho Vault zoho.com | 2% | 23 | 4,400 | 32 | 1,216,894 | $51,031 | 119 | 7 |
| 1Password Teams or Business | 2% | |||||||
| Proton Pass Essentials for Business | 2% | |||||||
| Keeper keepersecurity.com Keeper Security 0%, Keeper Password Manager 0% | 0% | 152 | 18,100 | 278 | 126,627 company | $1,702 | 118 | 3 |
| Dashlane dashlane.com | 0% | 121 | 60,500 | 856 | 318,168 | 120 | 1 |
Google's top ten for the three searches hold 20 sites; 6 of them are among the sites the models cited here (1password.com, bitwarden.com, blog.lastpass.com, dashlane.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 small B2B company?”Paraphrase“Which team password vault would you recommend to a small business that sells to other businesses?”Comparative“What are the top business password managers for a small team and how do they differ?”Budget-constrained“What is the best business password manager for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a business password manager. What should we look at?”Negative“Which business password managers should a small business avoid or be cautious about?”
Claude Haiku 4.51Password, Bitwarden1PasswordChanged1PasswordBitwarden, Zoho Vaultno first choiceagainst: LastPass for Business
One alternative
NordPassThree alternatives
Bitwarden, Keeper Security, NordPassFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassTwo alternatives
NordPass, RoboFormGPT-5.4 mini1Password, Bitwarden1PasswordChanged1Passwordagainst: LastPass for BusinessBitwardenno first choiceagainst: LastPass for Business
One alternative
BitwardenFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassOne alternative
1PasswordGemini 3.5 Flash1Password1PasswordHeld1PasswordBitwarden1Passwordagainst: Apple Passwords, Google Password Manager, KeePass, LastPass for Business, Microsoft Edge Password Manager, Passbolt
Three alternatives
Bitwarden, Dashlane, Keeper SecurityTwo alternatives
Bitwarden, Keeper SecurityFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassThree alternatives
1Password, NordPass, RoboFormThree alternatives
Bitwarden, Dashlane, Keeper SecurityPerplexity Sonar1Password1PasswordHeld1Password, BitwardenBitwardenagainst: NordPassno first choiceagainst: LastPass for Business, NordPass, RoboForm, Sticky Password
Four alternatives
Bitwarden, Keeper Security, NordPass, RoboFormFour alternatives
Bitwarden, Keeper Security, NordPass, TeamPasswordFour alternatives
Dashlane, Keeper Security, NordPass, RoboFormTwo alternatives
RoboForm, Sticky Password for TeamsGrok 4.201Passwordagainst: LastPass for Business1Password Teams or BusinessChangedagainst: Dashlane, LastPass for Business1Password, Bitwardenagainst: RoboFormBitwardenagainst: 1Password1Passwordagainst: CyberArk, LastPass for Businessagainst: Dashlane, KeePass, KeePassXC, LastPass for Business
Two alternatives
Keeper Security, NordPassFour alternatives
Bitwarden, Keeper Security, NordPass, Zoho VaultTwo alternatives
Keeper Security, LastPass for BusinessTwo alternatives
Dashlane, NordPassFour alternatives
Bitwarden, Keeper Security, NordPass, Zoho VaultMistral SmallBitwarden1PasswordChanged1PasswordBitwardenno first choiceagainst: LastPass for Businessagainst: Dashlane, LastPass for Business, NordPass
Three alternatives
1Password, LastPass for Business, NordPassTwo alternatives
NordPass, Zoho VaultSix alternatives
Bitwarden, Dashlane, Keeper Security, LastPass for Business, NordPass, Zoho VaultOne alternative
NordPassDeepSeek V4 Flash1PasswordBitwardenChanged1PasswordBitwarden1Passwordagainst: Dashlane, LastPass for Businessagainst: Apple Passwords, Firefox, Google Password Manager, KeePass, LastPass for Business, Microsoft Edge Password Manager
Four alternatives
Bitwarden, Keeper Security, NordPass, Zoho VaultTwo alternatives
1Password, NordPassFive alternatives
Bitwarden, Dashlane, Keeper Security, LastPass for Business, NordPassThree alternatives
Keeper Security, NordPass, Zoho VaultThree alternatives
Bitwarden, Keeper Security, NordPassLlama 4 Maverick1PasswordRoboFormChangedBitwardenBitwardenno first choiceagainst: LastPass for Business, browser built-in managers
Four alternatives
Bitwarden, Keeper Security, LastPass for Business, NordPassFour alternatives
Bitwarden, Keeper Security, NordPass, Proton Pass for BusinessEight alternatives
1Password, Dashlane, Keeper Security, LastPass for Business, NordPass, Proton Pass for Business, RoboForm, Zoho VaultThree alternatives
Dashlane, Keeper Security, NordPassQwen 3.7 Flash1Password1PasswordHeld1Passwordagainst: LastPass for BusinessBitwardenBitwardenagainst: Chrome's built-in manager, LastPass for Businessagainst: Apple Passwords, Firefox, Google Password Manager, LastPass for Business
Two alternatives
Bitwarden, DashlaneTwo alternatives
Bitwarden, Keeper SecurityThree alternatives
Bitwarden, Dashlane, Keeper SecurityTwo alternatives
Keeper Security, NordPassTwo alternatives
1Password, Keeper SecurityKimi K21Password, Bitwarden1PasswordChangedagainst: KeePass, LastPass for Business1PasswordBitwardenagainst: 1Password, Dashlane, LastPass for BusinessBitwardenagainst: 1Password, Bitwarden, Dashlane, LastPass for Business
One alternative
NordPassOne alternative
BitwardenFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassTwo alternatives
NordPass, RoboFormThree alternatives
1Password, Keeper Security, NordPassGLM 4.7 FlashX1Password, BitwardenLastPass for Business, NordPassChanged1Password, BitwardenNordPassno first choiceagainst: Apple Passwords, Firefox, Google Password Manager, KeePass, LastPass for Business, Microsoft Edge Password Manager
Two alternatives
Keeper Security, NordPassThree alternatives
1Password, Bitwarden, Proton Pass for BusinessFive alternatives
Dashlane, Keeper Security, LastPass for Business, NordPass, RoboFormTwo alternatives
Bitwarden, RoboFormMiniMax M2.51Password, Bitwarden1Password, LastPass for BusinessChanged1PasswordBitwardenno first choiceagainst: Dashlane, LastPass for Business
Two alternatives
LastPass for Business, NordPassThree alternatives
Bitwarden, Keeper Security, NordPassFive alternatives
Bitwarden, Keeper Security, LastPass for Business, NordPass, Zoho VaultThree alternatives
LastPass for Business, NordPass, RoboFormGPT-6 Luna1Password1PasswordHeld1Passwordagainst: DashlaneProton Pass Essentials for Businessno first choiceagainst: LastPass for Business
One alternative
BitwardenOne alternative
BitwardenThree alternatives
Bitwarden, Keeper Security, Proton Pass for BusinessOne alternative
BitwardenMuse Glimmer 30BNordPass1PasswordChanged1PasswordBitwardenno first choiceagainst: LastPass for Business
Four alternatives
1Password, Bitwarden, Keeper Security, TeamsTwo alternatives
Bitwarden, Keeper Password ManagerFour alternatives
Bitwarden, Dashlane, Keeper Security, NordPassThree alternatives
Enpass, LastPass for Business, NordPassBold 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 18:53 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:09 | 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 10:51 | no | 0 | 12 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:13 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 5 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:14 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:06 | yes | 25 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:29 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:45 | yes | 15 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:32 | yes | 18 | 113 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:29 | yes | 2 | 9 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:56 | yes | 11 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:28 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:40 | yes | 3 | 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 11:46 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:19 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:55 | yes | 24 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:02 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:51 | yes | 5 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:53 | yes | 10 | 15 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:28 | yes | 14 | 21 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:10 | yes | 15 | 28 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:39 | yes | 2 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:58 | yes | 14 | 22 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:14 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:14 | yes | 10 | 12 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 13:31 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:52 | yes | 10 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:32 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:43 | yes | 24 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:32 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:35 | yes | 10 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:09 | yes | 13 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:35 | yes | 5 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:38 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:17 | yes | 14 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:03 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:14 | 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 17:04 | yes | 14 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 15:14 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:13 | yes | 5 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:30 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:43 | yes | 20 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:41 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:00 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:25 | yes | 10 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:53 | yes | 22 | 32 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:06 | yes | 5 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:01 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:46 | no | 0 | 4 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 15:38 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:09 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:25 | yes | 5 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:25 | yes | 22 | 30 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:11 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:39 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:53 | yes | 19 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 14 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:30 | yes | 10 | 47 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:09 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:39 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:22 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 3 | 4 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 12:55 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:35 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 14 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:35 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:06 | yes | 23 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:11 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | yes | 15 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:29 | yes | 24 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 24 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 15 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:31 | yes | 3 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:40 | yes | 24 | 25 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
LastPass read as LastPass for Business
LastPass Business read as LastPass for Business
LastPass Teams read as LastPass for Business
Microsoft Edge read as Microsoft Edge Password Manager
Proton read as Proton Pass for Business
Proton Pass read as Proton Pass for Business
Proton Pass Professional read as Proton Pass for Business
Unresolved, counted raw
1Password Teams or Business
Chrome's built-in manager
Proton Pass Essentials for Business
browser built-in managers
Discontinued, still offered
No shut-down product was recommended here.