Multi-factor authentication for small business buyers
Asked as “MFA solution”, and as “multi-factor authentication tool”, on behalf of a small B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
45%
Clear leader
45Cisco Duo30Microsoft Entra ID07Microsoft Authenticator18others
45% of first choices, clear leader.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
Google Authenticator is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other eleven models three times of 44. Google Workspace 2-Step Verification is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice one time of 4; the other eleven models one time of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
All twenty-one head-to-head pages: the top seven products, each against each
Cisco Duo vs Google AuthenticatorCisco Duo vs Ping IdentityCisco Duo vs AuthyMicrosoft Entra ID vs Okta VerifyMicrosoft Entra ID vs Microsoft AuthenticatorMicrosoft Entra ID vs Google AuthenticatorMicrosoft Entra ID vs Ping IdentityMicrosoft Entra ID vs AuthyOkta Verify vs Microsoft AuthenticatorOkta Verify vs Google AuthenticatorOkta Verify vs Ping IdentityOkta Verify vs AuthyMicrosoft Authenticator vs Google AuthenticatorMicrosoft Authenticator vs Ping IdentityMicrosoft Authenticator vs AuthyGoogle Authenticator vs Ping IdentityGoogle Authenticator vs AuthyPing Identity vs Authy
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 →
01
02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cisco Duo45%
Cisco Duo45%02Microsoft Entra ID30%
Microsoft Entra ID30%03Microsoft Authenticator7%
Microsoft Authenticator7%04Google Authenticator5%
Google Authenticator5%05Google Workspace 2-Step Verification3%
Google Workspace 2-Step Verification3%06Okta Verify2%
Okta Verify2%07LastPass MFA2%
LastPass MFA2%08Authy2%
Authy2%09JumpCloud Protect0%
JumpCloud Protect0%10YubiKey0%
YubiKey0%11Auth00%
Auth00%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
Okta Verify27%
9 of 33 labels negative · 7 of 12 models
“No free tier for small businesses; Minimum commitment is 1,500 users for the lowest tier; Overkill for most small companies” GLM 4.7 FlashX, budget prompt
Cisco Duo5%
3 of 61 labels negative · 3 of 12 models
“Third-party Identity Providers (like Okta, Duo, or Azure AD P1/P2) can carry "punishing licensing fees"” Kimi K2, negative prompt
Google Authenticator16%
4 of 25 labels negative · 3 of 12 models
“Be Cautious With: Standard Authenticator Apps (TOTP) for Admins Using apps like Google Authenticator or Microsoft Authenticator (in standard mode)” Qwen 3.7 Flash, negative prompt
Microsoft Authenticator21%
4 of 19 labels negative · 3 of 12 models
“Push Notifications (e.g., simple "Approve/Deny" prompts from apps like Microsoft Authenticator) (Use cautiously; prefer enhanced versions)” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
61 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 686 links across 184 sites, every framing counted. Ranked by the number of answers carrying the site or page.
33 answers · 33 citations · 10 models
31 answers · 34 citations · 9 models
30 answers · 35 citations · 11 models
vendor site · Rippling28 answers · 28 citations · 9 models
vendor site · Okta24 answers · 35 citations · 11 models
vendor site · miniOrange23 answers · 27 citations · 9 models
vendor site · G220 answers · 24 citations · 10 models
17 answers · 17 citations · 7 models
17 answers · 17 citations · 6 models
16 answers · 20 citations · 10 models
vendor site · Plivo15 answers · 15 citations · 8 models
vendor site · CISA10 answers · 13 citations · 8 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.
33 answers · 10 models
30 answers · 9 models
25 answers · 8 models
20 answers · 10 models
17 answers · 7 models
17 answers · 6 models
15 answers · 8 models
14 answers · 9 models
12 answers · 8 models
12 answers · 6 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 mfa solution”, “mfa solution”, “mfa solutions”. 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 |
|---|---|---|---|---|---|---|---|
| Cisco parent site Cisco Duo 45% | 45% | 189 | 165,000 | 48,352 | |||
| Microsoft parent site Microsoft Entra ID 30%, Microsoft Authenticator 7%, Microsoft 365 0% | 37% | 499 | 2,240,000 | 403,136 | |||
| Google Authenticator google.dev Google Authenticator 5%, Google Authenticator/Workspace 0% | 5% | 60 | 165,000 | 2,858 | 881,346 | 109 | |
| Google Workspace workspace.google.com Google Workspace 2-Step Verification 3% | 3% | 17 | 368,000 | 7,422 | 40,583,075 | $2,344 | |
| Okta Verify okta.com | 2% | 122 | 49,500 | 1,322 | 1,959,740 | 118 | |
| LastPass MFA lastpass.com | 2% | 8 | 260 | 0 | 1,804,249 | $1,220 | 53 |
| Authy authy.com | 2% | 16 | 9,900 | 435 | 13,979 | ||
| WorkOS workos.com | 2% | 30 | 12,100 | 107 | 33,478 | 75 | |
| Microsoft Entra security defaults + Microsoft Authenticator | 2% | ||||||
| Thinfinity Workspace | 2% |
Google's top ten for the three searches hold 24 sites; 2 of them are among the sites the models cited here (miniorange.com, rippling.com). The first result for “best mfa solution” is miniorange.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 MFA solution for a small B2B company?”Paraphrase“Which multi-factor authentication tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top MFA solutions for a small team and how do they differ?”Budget-constrained“What is the best MFA solution for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a MFA solution. What should we look at?”Negative“Which MFA solutions should a small business avoid or be cautious about?”
Claude Haiku 4.5Cisco DuoAuthy, Microsoft AuthenticatorChangedCisco DuoGoogle Authenticator, Microsoft Authenticatorno first choicenothing named
Two alternatives
Google Workspace 2-Step Verification, Microsoft Entra IDThree alternatives
Cisco Duo, Google Authenticator, Okta VerifyTwo alternatives
JumpCloud Protect, Microsoft Entra IDFour alternatives
Authy, Microsoft 365, Microsoft Entra ID, Windows HelloGPT-5.4 miniCisco Duo, Microsoft Entra IDMicrosoft Entra IDChangedagainst: Okta VerifyCisco Duoagainst: Google Workspace 2-Step VerificationMicrosoft Entra security defaults + Microsoft AuthenticatorGoogle Workspace 2-Step Verification, Microsoft Entra ID, Okta Verifynothing named
Two alternatives
FIDO2 security keys, Windows HelloOne alternative
Cisco DuoOne alternative
Microsoft Entra IDOne alternative
Cisco DuoGemini 3.5 FlashCisco Duoagainst: Auth0Cisco Duo, WorkOSChangedCisco DuoCisco Duo, Microsoft Entra IDagainst: Authelia, Authentik, KeycloakGoogle Workspace 2-Step Verification, Microsoft Entra IDagainst: Okta Verifyagainst: Active Directory Federation Services, Ping Identity, RSA SecurID
Five alternatives
Clerk, Google Workspace 2-Step Verification, Microsoft Entra ID, WorkOS, miniOrangeFour alternatives
Auth0, Datawiza, Google Workspace 2-Step Verification, Microsoft Entra IDSix alternatives
1Password, Bitwarden, Google Authenticator, Google Workspace 2-Step Verification, Microsoft Entra ID, YubiKeyTwo alternatives
Bitwarden, Google AuthenticatorTwo alternatives
Cisco Duo, JumpCloud ProtectPerplexity SonarCisco Duoagainst: privacyIDEACisco DuoHeldCisco DuoCisco Duono first choicenothing named
Two alternatives
JumpCloud Protect, Microsoft Entra IDSeven alternatives
Auth0, Clerk, Descope, JumpCloud Protect, Microsoft Authenticator, OneLogin MFA, StytchFour alternatives
1Password, Google Authenticator, JumpCloud Protect, Microsoft Entra IDThree alternatives
Google Authenticator, JumpCloud Protect, Microsoft Entra IDGrok 4.20Cisco DuoCisco DuoHeldCisco Duoagainst: LastPass MFACisco Duono first choiceagainst: Ripplingagainst: Microsoft Authenticator
Two alternatives
Microsoft Entra ID, Okta VerifyThree alternatives
JumpCloud Protect, Microsoft Entra ID, Okta VerifyThree alternatives
JumpCloud Protect, Microsoft Entra ID, Okta VerifySix alternatives
Authelia, Authy, Google Authenticator, Keycloak, Microsoft Authenticator, privacyIDEAFive alternatives
Cisco Duo, Google Authenticator/Workspace, Microsoft Entra ID, Okta Verify, YubiKeyMistral SmallCisco DuoCisco DuoHeldCisco Duo, Microsoft Entra IDGoogle Authenticator, Microsoft Authenticatorno first choicenothing named
Two alternatives
JumpCloud Protect, LastPass MFAThree alternatives
1Password, JumpCloud Protect, LastPass MFATwo alternatives
LastPass MFA, Okta VerifyOne alternative
Cisco DuoDeepSeek V4 FlashCisco Duo, Microsoft Entra IDMicrosoft Entra IDChangedCisco Duoagainst: Authy, Google Authenticator, Okta VerifyCisco Duo, Microsoft Entra IDagainst: YubiKeyCisco Duo, Microsoft Entra IDnothing named
One alternative
Okta VerifyTwo alternatives
Cisco Duo, Okta VerifyTwo alternatives
Microsoft Entra ID (Azure AD) / Microsoft Authenticator, YubiKeyTwo alternatives
Authy, Google AuthenticatorFour alternatives
Okta Verify, OneLogin MFA, Rippling, YubiKeyLlama 4 MaverickCisco Duo, Microsoft Entra IDLastPass MFAChangedCisco Duoagainst: Okta Verify, Ping IdentityThinfinity WorkspaceCisco Duonothing named
Two alternatives
Cisco Duo, Microsoft Entra IDThree alternatives
JumpCloud Protect, LastPass Authenticator, Microsoft Entra IDThree alternatives
Authy, Cisco Duo, Google AuthenticatorTwo alternatives
Microsoft Entra ID, Okta VerifyQwen 3.7 FlashCisco Duo, Microsoft Entra IDCisco DuoChangedCisco Duo, Microsoft Entra IDagainst: Authy, Okta VerifyCisco Duoagainst: Authy, Google Authenticator, Microsoft AuthenticatorMicrosoft Entra IDagainst: Cisco Duoagainst: Google Authenticator, Microsoft Authenticator
Two alternatives
Auth0, Google Cloud IdentityFour alternatives
Authy, Google Prompt, Microsoft Authenticator, YubiKeyOne alternative
Google Identity-Aware Proxy / Google Workspace Advanced ProtectionTwo alternatives
Google Workspace 2-Step Verification, Microsoft Entra IDFive alternatives
Auth0, Clerk, Google Cloud, SentinelOne, ZscalerKimi K2Microsoft Entra IDCisco Duo, Microsoft Entra IDChangedCisco Duoagainst: Auth0, Okta Verify, OneLogin MFAMicrosoft Entra IDagainst: YubiKeyno first choiceagainst: Auth0, Cisco Duo, Microsoft Entra ID, Okta Verify
Three alternatives
Cisco Duo, JumpCloud Protect, Okta VerifyOne alternative
Okta VerifyTwo alternatives
JumpCloud Protect, Microsoft Entra IDTwo alternatives
Cisco Duo, Google AuthenticatorOne alternative
YubiKeyGLM 4.7 FlashXCisco Duo, Microsoft Entra IDCisco DuoChangedCisco Duo, Microsoft Entra IDCisco Duoagainst: Google Authenticator, Microsoft Authenticator, Okta Verifyno first choiceagainst: Cisco Duo, Okta Verify, Twilio Verify
Three alternatives
LastPass MFA, Okta Verify, RipplingThree alternatives
LastPass MFA, Microsoft Entra ID, Okta VerifyFour alternatives
Auth0, Google Authenticator, JumpCloud Protect, Okta VerifyTwo alternatives
Auth0, Microsoft Entra IDMiniMax M2.5Cisco Duo, Microsoft Entra IDMicrosoft Entra IDChangedCisco Duo, Google AuthenticatorGoogle Authenticator, Microsoft Authenticatorno first choicenothing named
One alternative
Okta VerifyTwo alternatives
Cisco Duo, LastPass MFAThree alternatives
JumpCloud Protect, LastPass MFA, OneLogin MFATwo alternatives
Cisco Duo, Okta VerifyBold 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.
Seventy-two 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 | 2026-09-17 14:13 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:05 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:42 | yes | 11 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:43 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:04 | yes | 11 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:32 | yes | 12 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:12 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:40 | no | 0 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:44 | yes | 9 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:48 | yes | 12 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:24 | yes | 20 | 51 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:01 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:24 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:36 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:25 | yes | 16 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:34 | yes | 13 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:43 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:17 | yes | 8 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:39 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:05 | no | 0 | 39 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:07 | yes | 13 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:04 | yes | 10 | 135 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:45 | yes | 5 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:51 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:14 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:54 | yes | 11 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:50 | yes | 20 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:00 | yes | 40 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:24 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:05 | yes | 18 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:54 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:35 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:01 | yes | 15 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:22 | yes | 7 | 113 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:15 | yes | 5 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:32 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:25 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:00 | yes | 13 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 13:47 | yes | 20 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:20 | yes | 18 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:21 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:04 | yes | 9 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:19 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:35 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:20 | yes | 14 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:41 | yes | 19 | 263 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:32 | no | 0 | 11 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:13 | no | 0 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:05 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:44 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 11:32 | yes | 20 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:36 | yes | 15 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:54 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:25 | yes | 10 | 20 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:56 | yes | 5 | 5 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:03 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:19 | yes | 9 | 28 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:25 | no | 0 | 11 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:52 | yes | 5 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:48 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:44 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:23 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:25 | yes | 19 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:48 | yes | 17 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:15 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:34 | yes | 17 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:35 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:47 | yes | 14 | 52 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:14 | yes | 15 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:01 | yes | 27 | 30 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:55 | yes | 5 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Google Workspace read as Google Workspace 2-Step Verification
JumpCloud read as JumpCloud Protect
LastPass read as LastPass MFA
Microsoft (Entra ID/Azure AD) read as Microsoft Entra ID
Microsoft Authenticator/Azure MFA read as Microsoft Authenticator
Okta read as Okta Verify
Okta Adaptive MFA read as Okta Verify
Okta Workforce Identity read as Okta Verify
OneLogin read as OneLogin MFA
Onelogin Workforce Identity read as OneLogin MFA
Unresolved, counted raw
Active Directory Federation Services
FIDO2
Google Identity-Aware Proxy / Google Workspace Advanced Protection
Google Prompt
Microsoft Entra security defaults + Microsoft Authenticator
OpenOTP/RCDevs
Discontinued, still offered
No shut-down product was recommended here.