Security awareness training
Asked as “security awareness training platform”, and as “phishing simulation and training tool”, on behalf of a mid-market B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56KnowBe411Wizer05CanIPhish27others
56% of first choices, clear leader.
Since October 2026▲+11Since October 2026: 45% → 56%, +11 points. Past the 11-point floor: movement.KnowBe4 held the lead, +11 points on 45%, past the 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
KnowBe423%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-marketKnowBe456%Clear leader▲+11Since October 2026: 45% → 56%, +11 points. Past the 11-point floor: movement.This pageEnterpriseKnowBe479%Clear leader▲+5Since October 2026: 74% → 79%, +5 points. Inside the 11-point floor: within noise.Standing →
KnowBe423%Contested▲+3Since October 2026: 20% → 23%, +3 points. Inside the 11-point floor: within noise.Standing →Mid-marketKnowBe456%Clear leader▲+11Since October 2026: 45% → 56%, +11 points. Past the 11-point floor: movement.This pageEnterpriseKnowBe479%Clear leader▲+5Since October 2026: 74% → 79%, +5 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
01KnowBe456%20%69endorsed leader▲+11Since October 2026: 45% → 56%, +11 points. Past the 11-point floor: movement.45% → 56%
KnowBe456%20%69endorsed leader▲+11Since October 2026: 45% → 56%, +11 points. Past the 11-point floor: movement.45% → 56%02
Wizer11%0%12accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%
Wizer11%0%12accepted challenger▲+3Since October 2026: 8% → 11%, +3 points. Inside the 11-point floor: within noise.8% → 11%03
Hoxhunt5%9%53accepted challenger▼−11Since October 2026: 16% → 5%, −11 points. Past the 11-point floor: movement.16% → 5%
Hoxhunt5%9%53accepted challenger▼−11Since October 2026: 16% → 5%, −11 points. Past the 11-point floor: movement.16% → 5%04
NINJIO2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
NINJIO2%0%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%05Microsoft Defender for Office 365 Attack Simulation Training2%13%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the nine products at 0%, ordered by negative rate
07
Proofpoint ZenGuide0%20%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Proofpoint ZenGuide0%20%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Mimecast Engage0%20%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mimecast Engage0%20%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Cofense PhishMe0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Cofense PhishMe0%20%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Phished0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Phished0%12%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Arctic Wolf Managed Security Awareness0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Arctic Wolf Managed Security Awareness0%12%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Huntress Managed Security Awareness Training0%6%18accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Huntress Managed Security Awareness Training0%6%18accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%08
Infosec IQ0%4%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Infosec IQ0%4%23accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
SoSafe0%0%25accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
SoSafe0%0%25accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%11
MetaCompliance0%0%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
MetaCompliance0%0%14accepted 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.
All ten head-to-head pages: the top five products, each against each
KnowBe4 vs Microsoft Defender for Office 365 Attack Simulation TrainingWizer vs HoxhuntWizer vs NINJIOWizer vs Microsoft Defender for Office 365 Attack Simulation TrainingHoxhunt vs NINJIOHoxhunt vs Microsoft Defender for Office 365 Attack Simulation TrainingNINJIO vs Microsoft Defender for Office 365 Attack Simulation Training
One product takes 56% of first choices here, so the chart would put thirteen markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Zero products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash and GLM 4.7 FlashX 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.
KnowBe420%
14 of 69 labels negative · 10 of 14 models
“KnowBe4: Often criticized for its large fee structure and repetitive content after extended use. Some users find the interface clunky compared to newer competitors.” Qwen 3.7 Flash, negative prompt
Proofpoint ZenGuide20%
9 of 45 labels negative · 7 of 14 models
“Reviewers often cite higher costs, especially for smaller tenants, and some users describe content as repetitive without customization” Claude Haiku 4.5, negative prompt
Hoxhunt9%
5 of 53 labels negative · 5 of 14 models
“Generally highly rated for UX, but some smaller enterprises find their pricing models steep relative to their feature set.” Qwen 3.7 Flash, negative prompt
Mimecast Engage20%
5 of 25 labels negative · 5 of 14 models
“Legacy E-mail Security Add-Ons (e.g., Mimecast Security Awareness, Proofpoint) ... feel like afterthought compliance checkboxes” Gemini 3.5 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
75 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. 821 links across 172 sites, every framing counted. Ranked by the number of answers carrying the site or page. 23 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 · KnowBe435 answers · 60 citations · 12 models
vendor site · Hoxhunt27 answers · 42 citations · 11 models
vendor site · Threatcop27 answers · 38 citations · 11 models
vendor site · G220 answers · 44 citations · 10 models
20 answers · 31 citations · 7 models
19 answers · 46 citations · 8 models
vendor site · RansomLeak18 answers · 21 citations · 9 models
vendor site · Hook Security15 answers · 18 citations · 10 models
15 answers · 15 citations · 8 models
13 answers · 13 citations · 9 models
12 answers · 12 citations · 7 models
vendor site · Cyber Aware11 answers · 16 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.
17 answers · 8 models
14 answers · 9 models
13 answers · 9 models
13 answers · 11 models
12 answers · 5 models
12 answers · 8 models
11 answers · 5 models
10 answers · 4 models
10 answers · 7 models
10 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 security awareness training platform”, “security awareness training platform”, “security awareness training platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| KnowBe4 knowbe4.com KnowBe4 56%, KnowBe4 Free Tier 2% | 58% | 235 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Wizer wizer-training.com Wizer 11%, Wizer Training 2% | 13% | 48 | 6,600 | 60 | 5,397 | 0 | ||
| Hoxhunt hoxhunt.com | 5% | 130 | 2,900 | 31 | 5,772 | 23 | ||
| CanIPhish caniphish.com | 5% | 27 | 320 | 2 | 18,616 | 2 | ||
| CyberHoot cyberhoot.com | 4% | 27 | ||||||
| NINJIO ninjio.com | 2% | 34 | 1,900 | 43 | 763 | $2,032 | 17 | |
| Microsoft Defender parent site Microsoft Defender for Office 365 Attack Simulation Training 2% | 2% | 36 | 18,100 | 3,525 | ||||
| Hook Security hooksecurity.co | 2% | 47 | 320 | 245 | 4,687 | 2 | ||
| usecure usecure.io | 2% | 25 | 480 | 4 | 6,690 | 1 | ||
| RansomLeak ransomleak.com | 2% | 17 | 10 | 0 | 46 |
Google's top ten for the three searches hold 18 sites; 3 of them are among the sites the models cited here (g2.com, knowbe4.com, reddit.com). The first result for “best security awareness training platform” is proofpoint.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 security awareness training platform for a mid-market B2B company?”Paraphrase“Which phishing simulation and training tool would you recommend to a mid-sized B2B company?”Comparative“What are the top security awareness training platforms and how do they differ?”Budget-constrained“What is the best security awareness training platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a security awareness training platform. What should we look at?”Negative“Which security awareness training platforms should I avoid or be cautious about?”
Claude Haiku 4.5KnowBe4KnowBe4HeldAdaptive Security, CyberSentriq Security Awareness Training, PhishedESET Cybersecurity Awareness Training, KnowBe4no first choiceagainst: Cofense PhishMe, KnowBe4, Proofpoint ZenGuide, SANS Security Awareness
Two alternatives
Infosec IQ, Proofpoint ZenGuideThree alternatives
Phished, Wizer, usecureSeven alternatives
CanIPhish, Hoxhunt, KnowBe4, Proofpoint ZenGuide, RansomLeak, SoSafe, WizerThree alternatives
Brightside, CyberSentriq Security Awareness Training, EasyLlamaGPT-5.4 miniKnowBe4KnowBe4HeldKnowBe4ClearPhish, usecureagainst: Huntress Managed Security Awareness Trainingno first choicenothing named
Three alternatives
Hoxhunt, Mimecast Engage, Proofpoint ZenGuideTwo alternatives
Mimecast Engage, Proofpoint ZenGuideSix alternatives
Hoxhunt, Huntress Managed Security Awareness Training, MetaCompliance, Mimecast Engage, Proofpoint ZenGuide, SoSafeTwo alternatives
KnowBe4, Uptime LabsGemini 3.5 FlashKnowBe4KnowBe4HeldKnowBe4Wizeragainst: KnowBe4KnowBe4against: Default Microsoft 365 Attack Simulator, KnowBe4, Mimecast Engage, Proofpoint ZenGuide
Four alternatives
Hoxhunt, Huntress Managed Security Awareness Training, NINJIO, SoSafeThree alternatives
Hoxhunt, Microsoft Defender for Office 365 Attack Simulation Training, NINJIOSix alternatives
Cofense PhishMe, Hoxhunt, Huntress Managed Security Awareness Training, NINJIO, Proofpoint ZenGuide, SoSafeFour alternatives
GoPhish, Guardey, Microsoft 365 Defender Attack Simulation Training, usecureThree alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Proofpoint ZenGuidePerplexity SonarKnowBe4KnowBe4HeldKnowBe4KnowBe4, Wizerno first choiceagainst: Arctic Wolf Managed Security Awareness, Cofense PhishMe, Hoxhunt, KnowBe4, Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuide
Two alternatives
Arctic Wolf Managed Security Awareness, HoxhuntFour alternatives
Cofense PhishMe, Hoxhunt, Phished, PhishingBoxEight alternatives
Adaptive Security, Arctic Wolf Managed Security Awareness, Cofense PhishMe, Hoxhunt, MetaCompliance, Mimecast Engage, Proofpoint ZenGuide, SoSafeTwo alternatives
CanIPhish, Hook SecurityGrok 4.20KnowBe4against: Proofpoint ZenGuideKnowBe4HeldKnowBe4against: RansomLeakCyberHootagainst: KnowBe4, Proofpoint ZenGuideno first choiceagainst: Hoxhunt, KnowBe4, Mimecast Engage, Proofpoint ZenGuide
Two alternatives
Hoxhunt, SoSafeFive alternatives
Built-in Microsoft Attack Simulation Training, Hook Security, Hoxhunt, Proofpoint ZenGuide, usecureEight alternatives
Hoxhunt, Infosec IQ, MetaCompliance, Mimecast Engage, NINJIO, Proofpoint ZenGuide, SANS Security Awareness, SoSafeFour alternatives
GoPhish, Microsoft 365 built-in tools, NINJIO, ThreatcopMistral SmallHoxhunt, KnowBe4KnowBe4ChangedKnowBe4CyberHoot, KnowBe4no first choiceagainst: Cofense PhishMe, KnowBe4, Mimecast Engage, Proofpoint ZenGuide
One alternative
NINJIOFour alternatives
GoPhish, Infosec IQ, Microsoft Defender for Office 365 Attack Simulation Training, PhishedFour alternatives
Cofense PhishMe, Hoxhunt, Mimecast Engage, Proofpoint ZenGuideTwo alternatives
Hoxhunt, ThreatcopDeepSeek V4 FlashKnowBe4KnowBe4Heldagainst: GoPhish, PhishedKnowBe4Wizer Trainingagainst: KnowBe4no first choiceagainst: Adaptive Security, Arctic Wolf Managed Security Awareness, KnowBe4
Four alternatives
Hoxhunt, Huntress Managed Security Awareness Training, NINJIO, WizerThree alternatives
Hook Security, Hoxhunt, Microsoft Defender for Office 365 Attack Simulation TrainingSix alternatives
Hoxhunt, Mimecast Engage, NINJIO, Proofpoint ZenGuide, SANS Security Awareness, SoSafeTwo alternatives
CyberHoot, Phishing TackleLlama 4 MaverickRansomLeakKnowBe4Changedno first choiceCanIPhish, Hook Security, Wizerno first choicenothing named
Four alternatives
Hoxhunt, KnowBe4, Phished, SoSafeFour alternatives
Cofense PhishMe, CybSafe, KnowBe4, ThreatcopQwen 3.7 FlashHoxhunt, KnowBe4against: Mimecast Engage, Proofpoint ZenGuideMicrosoft Defender for Office 365 Attack Simulation TrainingChangedHoxhunt, KnowBe4NINJIOno first choiceagainst: Hoxhunt, KnowBe4, Phished
Two alternatives
MetaCompliance, RansomLeakTwo alternatives
Hoxhunt, KnowBe4Four alternatives
Mimecast Engage, Proofpoint ZenGuide, RansomLeak, SoSafeThree alternatives
CyberHoot, Microsoft Defender for Office 365 Attack Simulation Training, Security MomentsKimi K2KnowBe4KnowBe4HeldKnowBe4CanIPhish, Wizeragainst: KnowBe4no first choiceagainst: KnowBe4, Mimecast Engage, Proofpoint ZenGuide
Four alternatives
Hoxhunt, Infosec IQ, Proofpoint ZenGuide, SoSafeFive alternatives
Cofense PhishMe, Hook Security, Microsoft Defender for Office 365 Attack Simulation Training, Phished, Proofpoint ZenGuideSix alternatives
Cofense PhishMe, Hoxhunt, Infosec IQ, Mimecast Engage, Proofpoint ZenGuide, SANS Security AwarenessTwo alternatives
Hook Security, HookPhishNine alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, Infosec IQ, KnowBe4, MetaCompliance, NINJIO, Phished, Proofpoint ZenGuide, SoSafeGLM 4.7 FlashXHoxhunt, KnowBe4KnowBe4ChangedKnowBe4CanIPhish, Wizerno first choiceagainst: Goldphish, Hoxhunt, Infosec IQ, KnowBe4
Two alternatives
MetaCompliance, SoSafeFour alternatives
Hoxhunt, Phished, Proofpoint ZenGuide, Threatcop TSATTwo alternatives
Hoxhunt, Mimecast EngageFive alternatives
Bullphish, Hook Security, Microsoft Defender for Office 365 Attack Simulation Training, Mimecast Engage, RansomLeakMiniMax M2.5KnowBe4KnowBe4HeldKnowBe4KnowBe4 Free Tier, Wizerno first choicenothing named
Two alternatives
Hoxhunt, SoSafeFour alternatives
Defendify, Hoxhunt, Infosec IQ, Proofpoint ZenGuideSix alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, Infosec IQ, Proofpoint ZenGuide, SANS Security Awareness, SoSafeTwo alternatives
CISA Materials, CanIPhishGPT-6 LunaKnowBe4KnowBe4HeldKnowBe4against: Microsoft Defender for Office 365 Attack Simulation TrainingWizer Boostno first choicenothing named
Three alternatives
Hoxhunt, Microsoft Defender for Office 365 Attack Simulation Training, ZenGuideTwo alternatives
Hoxhunt, Microsoft Defender for Office 365 Attack Simulation TrainingFive alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Mimecast Engage, Proofpoint ZenGuide, SoSafeTwo alternatives
KnowBe4 Foundation, Microsoft Defender for Office 365 Attack Simulation TrainingMuse Glimmer 30BKnowBe4KnowBe4HeldKnowBe4KnowBe4against: GoPhish, Hoxhunt, Microsoft 365 built-in toolsno first choiceagainst: KnowBe4
Two alternatives
Hoxhunt, SoSafeFour alternatives
Adaptive Security, Hoxhunt, Microsoft Defender for Office 365 Attack Simulation Training, PhishedThree alternatives
Hoxhunt, Keepnet, Proofpoint ZenGuideFour alternatives
CyberHoot, Huntress Managed Security Awareness Training, Proofpoint ZenGuide, WizerBold 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 12:50 | yes | 14 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:27 | yes | 4 | 8 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 17:12 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:42 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:29 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:57 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:45 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:14 | yes | 5 | 21 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:37 | yes | 14 | 33 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:54 | yes | 14 | 67 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:11 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:12 | yes | 4 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:03 | yes | 18 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:51 | yes | 17 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:08 | yes | 5 | 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 14:41 | no | 0 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:13 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:59 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:22 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:31 | yes | 16 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:21 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:02 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:48 | yes | 10 | 48 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:48 | yes | 23 | 33 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:19 | yes | 5 | 30 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:50 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:05 | yes | 12 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:37 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:33 | yes | 4 | 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 14:36 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 16:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:52 | yes | 5 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:38 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:09 | yes | 24 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:54 | yes | 10 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:46 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:05 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:27 | yes | 23 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:03 | yes | 14 | 113 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:14 | yes | 2 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:50 | yes | 15 | 33 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:52 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:06 | yes | 3 | 5 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 15:59 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:00 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:18 | yes | 5 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:50 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:21 | yes | 23 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:12 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | yes | 5 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:09 | yes | 18 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:42 | yes | 20 | 164 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:46 | yes | 10 | 56 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:15 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:24 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:34 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:32 | no | 0 | 5 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 10:04 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 19:09 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:05 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:10 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:57 | no | 0 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:30 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:40 | yes | 24 | 77 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:59 | yes | 15 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:03 | no | 0 | 48 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:18 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:07 | no | 0 | 3 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:09 | yes | 5 | 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 12:32 | yes | 11 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 12 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:36 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:36 | yes | 25 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:05 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:37 | yes | 15 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:45 | yes | 25 | 27 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:26 | yes | 24 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:14 | yes | 20 | 44 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:10 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:43 | yes | 24 | 28 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
Arctic Wolf read as Arctic Wolf Managed Security Awareness
Cofense read as Cofense PhishMe
Cofense (PhishMe) read as Cofense PhishMe
ESET read as ESET Cybersecurity Awareness Training
Huntress read as Huntress Managed Security Awareness Training
Huntress (formerly Curricula) read as Huntress Managed Security Awareness Training
Microsoft Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Defender read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Defender (Attack Simulation Training) read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Defender for Office 365 (Built-in) read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft's Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Mimecast read as Mimecast Engage
Proofpoint read as Proofpoint ZenGuide
Proofpoint (ZenGuide) read as Proofpoint ZenGuide
Proofpoint (including Zenguide/Security Awareness Training) read as Proofpoint ZenGuide
Proofpoint (or ZenGuide) read as Proofpoint ZenGuide
SANS Security Awareness Training read as SANS Security Awareness
Terranova read as Terranova Security
Unresolved, counted raw
Beauceron
Boxphish
Brightside
Built-in Microsoft Attack Simulation Training
CISA Materials
CYBERAWARE SECURITY / TrainMe
Carbide
ClearPhish
Default Microsoft 365 Attack Simulator
Fortra's Terranova Security
Fortra’s Terranova
Human Focus
Huntress Curricula
Infosec
KnowBe4 Free Tier
Microsoft 365 Defender Attack Simulation Training
Microsoft Security Awareness
TeachMeHIPAA
Threatcop TSAT
Uptime Labs
Webroot Security Awareness Training
Wizer Training
ZenGuide
Discontinued, still offered
No shut-down product was recommended here.