Multi-factor authentication
Asked as “MFA solution”, and as “multi-factor authentication tool”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
43%
Clear leader
43Cisco Duo30Microsoft Entra ID09Okta Verify17others
43% 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 mid-market 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 two times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to head
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
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Cisco Duo43%
Cisco Duo43%02Microsoft Entra ID30%
Microsoft Entra ID30%03Okta Verify9%
Okta Verify9%04Microsoft Authenticator6%
Microsoft Authenticator6%05Google Authenticator4%
Google Authenticator4%06Ping Identity2%
Ping Identity2%07Authy2%
Authy2%08YubiKey0%
YubiKey0%09JumpCloud Protect0%
JumpCloud Protect0%10RSA SecurID0%
RSA SecurID0%What they warned about
Four of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, 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.
Google Authenticator32%
7 of 22 labels negative · 6 of 12 models
“Applications like Google Authenticator or Microsoft Authenticator generate 6-digit codes ... they are vulnerable to Adversary-in-the-Middle (AiTM) phishing.” Gemini 3.5 Flash, negative prompt
Okta Verify12%
6 of 50 labels negative · 4 of 12 models
“Cons: It is expensive, and sales negotiations/licensing can feel heavy for companies on the smaller end of the mid-market spectrum.” Gemini 3.5 Flash, direct prompt
Authy25%
4 of 16 labels negative · 3 of 12 models · 1 hard negative
“Be Cautious With: Authy (and similar Cloud-Backed Apps)... Authy’s master encryption key had been compromised.” Qwen 3.7 Flash, negative prompt
1Password100%
2 of 2 labels negative · 2 of 12 models
“Use With Caution: Built-in MFA in Password Managers ... (Bitwarden, 1Password, Dashlane)” Qwen 3.7 Flash, 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. 676 links across 180 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Rippling29 answers · 32 citations · 8 models
26 answers · 26 citations · 10 models
23 answers · 24 citations · 8 models
vendor site · miniOrange22 answers · 24 citations · 8 models
20 answers · 20 citations · 10 models
vendor site · WorkOS15 answers · 19 citations · 9 models
vendor site · G215 answers · 18 citations · 9 models
vendor site · Plivo15 answers · 15 citations · 6 models
14 answers · 22 citations · 8 models
14 answers · 16 citations · 9 models
12 answers · 13 citations · 8 models
12 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.
26 answers · 7 models
25 answers · 9 models
23 answers · 8 models
20 answers · 10 models
16 answers · 6 models
15 answers · 6 models
11 answers · 6 models
11 answers · 6 models
10 answers · 4 models
10 answers · 7 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Cisco parent site Cisco Duo 43% | 43% | 189 | 165,000 | 48,352 | ||||
| Microsoft parent site Microsoft Entra ID 30%, Microsoft Authenticator 6% | 36% | 499 | 2,240,000 | 403,136 | ||||
| Okta Verify okta.com | 9% | 122 | 49,500 | 1,322 | 1,959,740 | 118 | ||
| Google Authenticator google.dev | 4% | 60 | 165,000 | 2,858 | 881,346 | 109 | ||
| Ping pingidentity.com Ping Identity 2% | 2% | 264 | 12,100 | 249 | 73,959 company | $30 | 55 | |
| Authy authy.com | 2% | 16 | 9,900 | 435 | 13,979 | |||
| Google Workspace workspace.google.com Google Workspace 2-Step Verification 2% | 2% | 17 | 368,000 | 7,422 | 40,583,075 | $2,344 | ||
| Google Workforce Identity | 2% | |||||||
| YubiKey yubico.com | 0% | 53 | 49,500 | 2,536 | 97,363 | 32 | ||
| JumpCloud Protect jumpcloud.com | 0% | 32 | 170 | 6 | 108,479 | $8,612 | 80 | 7 |
Google's top ten for the three searches hold 24 sites; 3 of them are among the sites the models cited here (aimultiple.com, 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 mid-market B2B company?”Paraphrase“Which multi-factor authentication tool would you recommend to a mid-sized B2B company?”Comparative“What are the top MFA solutions and how do they differ?”Budget-constrained“What is the best MFA solution for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a MFA solution. What should we look at?”Negative“Which MFA solutions should I avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldOkta VerifyAuthy, Google Authenticator, Microsoft Authenticatoragainst: FreeRADIUS, Keycloakno first choicenothing named
Three alternatives
Cisco Duo, Microsoft Entra ID, One Identity DefenderTwo alternatives
Titan Keys, YubiKeyGPT-5.4 miniMicrosoft Entra IDagainst: Okta VerifyCisco DuoChangedMicrosoft Entra ID, Okta VerifyCisco Duo, Microsoft Entra IDno first choicenothing named
One alternative
Cisco DuoTwo alternatives
Microsoft Entra ID, Okta VerifyOne alternative
Cisco DuoGemini 3.5 FlashCisco Duoagainst: Okta VerifyCisco Duo, Microsoft Entra IDChangedCisco Duo, Microsoft Entra IDGoogle Workspace 2-Step Verification, Microsoft Entra IDMicrosoft Entra IDagainst: Okta Verifyagainst: Google Authenticator, Microsoft Authenticator
Six alternatives
Clerk, Datawiza, Descope, Kinde, Microsoft Entra ID, WorkOSOne alternative
Okta VerifyThree alternatives
Okta Verify, Ping Identity, YubiKeyTwo alternatives
Cisco Duo, YubiKeyOne alternative
Cisco DuoPerplexity SonarCisco DuoCisco DuoHeldCisco Duo, Okta VerifyCisco Duoagainst: Microsoft Entra IDno first choicenothing named
Four alternatives
Descope, Microsoft Entra ID, Okta Verify, WorkOSThree alternatives
JumpCloud Protect, Microsoft Entra ID, Okta VerifySix alternatives
Auth0, Microsoft Entra ID, Ping Identity, RSA SecurID, Twilio Verify, YubiKeyTwo alternatives
Google Authenticator, Microsoft AuthenticatorGrok 4.20Cisco DuoCisco DuoHeldCisco Duo, Okta Verifyagainst: Authy, Google Authenticator, RSA SecurIDMicrosoft Entra IDno first choiceagainst: Authy, Google Authenticator
Two alternatives
Microsoft Entra ID, Okta VerifyThree alternatives
Microsoft Entra ID, Okta Verify, Ping IdentityTwo alternatives
Microsoft Entra ID, YubiKeyTwo alternatives
Cisco Duo, Google Authenticator with Google Workspace MFAMistral SmallOkta VerifyCisco DuoChangedYubiKeyCisco Duo, Microsoft Authenticatoragainst: Google Authenticatorno first choiceagainst: Push-based MFA, SMS-based MFA
Two alternatives
Cisco Duo, Microsoft Entra IDTwo alternatives
Microsoft Authenticator, Okta VerifyFour alternatives
Cisco Duo, Microsoft Authenticator, Okta Verify, RSA SecurIDOne alternative
OneLogin MFADeepSeek V4 FlashCisco DuoCisco Duo, Microsoft Entra IDChangedCisco Duo, Microsoft Entra ID, Okta VerifyCisco DuoMicrosoft Entra IDagainst: IBM Verify, Keycloak, Ping Identityagainst: Authy, Google Authenticator
Two alternatives
Microsoft Entra ID, Okta VerifyTwo alternatives
Okta Verify, YubiKeyFour alternatives
Beyond Identity, HYPR, RSA SecurID, YubiKeyThree alternatives
Authy, Google Authenticator, Microsoft Entra ID (Azure AD) / Microsoft AuthenticatorTwo alternatives
Cisco Duo, Okta VerifyLlama 4 MaverickCisco Duo, Okta VerifyPing IdentityChangedno first choiceCisco Duo, Google Authenticatorno first choicenothing named
One alternative
Microsoft Entra IDOne alternative
Cisco DuoTwo alternatives
Microsoft Authenticator, Microsoft Entra IDQwen 3.7 FlashMicrosoft Entra ID, Okta VerifyOkta VerifyChangedagainst: Google Authenticatorno first choiceCisco Duo, Microsoft Entra IDGoogle Workforce Identity, Microsoft Entra IDagainst: 1Password, Authy, Bitwarden, Cisco Duo, Dashlane, Okta Verify
One alternative
Cisco DuoThree alternatives
Auth0, Microsoft Entra ID, YubiKeyFive alternatives
Cisco Duo, Google Workspace 2-Step Verification, Microsoft Entra ID, Okta Verify, Ping IdentityTwo alternatives
Plivo, privacyIDEATwo alternatives
Cisco Duo, Ping IdentityKimi K2Cisco DuoCisco DuoHeldCisco Duo, Okta Verifyagainst: Google AuthenticatorCisco Duo, Microsoft Entra IDMicrosoft Entra IDnothing named
Three alternatives
JumpCloud Protect, Microsoft Entra ID, Okta VerifyTwo alternatives
Microsoft Entra ID, Okta VerifySix alternatives
Beyond Identity, HYPR, Microsoft Authenticator, Microsoft Entra ID, RSA SecurID, YubiKeyFour alternatives
Authelia, Keycloak, Microsoft Authenticator, NordPassTwo alternatives
Cisco Duo, Okta VerifyGLM 4.7 FlashXCisco Duo, Microsoft Entra IDagainst: 1Password, LastPass MFA, Okta Verify, Ping IdentityCisco DuoChangedagainst: Okta VerifyCisco DuoMicrosoft Entra IDno first choicenothing named
Two alternatives
JumpCloud Protect, Microsoft Entra IDEight alternatives
Auth0, Beyond Identity, HYPR, Keycloak, Microsoft Authenticator, Okta Verify, Rippling, YubiKeySix alternatives
Authelia, Authentik, Cisco Duo, Google Authenticator, Keycloak, Microsoft AuthenticatorMiniMax M2.5Okta VerifyMicrosoft Entra IDChangedCisco Duo, YubiKeyagainst: RSA SecurIDCisco Duo, Microsoft Authenticatorno first choicenothing named
Three alternatives
Cisco Duo, Microsoft Entra ID, RipplingTwo alternatives
Cisco Duo, Okta VerifyFour alternatives
Beyond Identity, HYPR, Microsoft Authenticator, Okta VerifyThree alternatives
Authy, Google Authenticator, Microsoft Entra IDBold 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 13:20 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:57 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:01 | yes | 19 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:07 | 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 12:44 | yes | 23 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:36 | yes | 18 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:06 | yes | 9 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:55 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:30 | no | 0 | 40 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:49 | yes | 13 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:23 | yes | 27 | 109 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:56 | yes | 6 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:03 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:45 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:23 | yes | 7 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 11:58 | yes | 20 | 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 13:03 | yes | 13 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:51 | yes | 10 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:50 | yes | 9 | 11 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:44 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:30 | yes | 5 | 53 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:19 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:02 | yes | 12 | 205 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:09 | yes | 9 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:14 | yes | 9 | 6 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:43 | yes | 2 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:15 | yes | 17 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 13:20 | yes | 20 | 10 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 11:56 | yes | 14 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:30 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:41 | yes | 10 | 15 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:14 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:07 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:54 | yes | 10 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:26 | yes | 15 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:48 | yes | 8 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:05 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:18 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:30 | yes | 13 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 12:06 | yes | 20 | 6 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 09:56 | yes | 18 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:35 | yes | 10 | 10 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:32 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:02 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:07 | yes | 8 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:23 | yes | 9 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:10 | yes | 5 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:34 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:08 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:06 | yes | 11 | 31 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 11:16 | yes | 20 | 9 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 11:51 | yes | 13 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:49 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:26 | yes | 19 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 14:10 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:40 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:15 | yes | 15 | 55 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:23 | yes | 10 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:15 | yes | 5 | 15 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:54 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:50 | yes | 2 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:01 | yes | 12 | 16 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 09:47 | yes | 20 | 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 10:36 | yes | 19 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:27 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:19 | yes | 24 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:49 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:11 | yes | 10 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:05 | yes | 14 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:12 | yes | 5 | 13 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
Cisco Duo Access Gateway (Free Tier) read as Cisco Duo
Google Workspace read as Google Workspace 2-Step Verification
Google Workspace Security (BeyondCorp) read as Google Workspace 2-Step Verification
IBM read as IBM Verify
JumpCloud read as JumpCloud Protect
LastPass read as LastPass MFA
Microsoft Authenticator/Azure MFA read as Microsoft Authenticator
Microsoft Entra read as Microsoft Entra ID
Okta read as Okta Verify
Okta Adaptive MFA read as Okta Verify
Okta Identity Cloud read as Okta Verify
Okta MFA read as Okta Verify
Okta Workforce Identity read as Okta Verify
Okta Workforce Identity Cloud read as Okta Verify
OneLogin read as OneLogin MFA
OneLogin by One Identity read as OneLogin MFA
Ping read as Ping Identity
RSA read as RSA SecurID
Unresolved, counted raw
2FAS
Aegis
FIDO2/WebAuthn hardware keys
Google Authenticator with Google Workspace MFA
Google Titan keys
Google Titanium Key
Google Workforce Identity
Kanidm
LLDAP
One Identity Defender
Push-based MFA
Rauthy
SMS-based MFA
SoloKeys
Titan Keys
Vasco
Discontinued, still offered
No shut-down product was recommended here.