Security awareness training for enterprise buyers
Asked as “security awareness training platform”, and as “phishing simulation and training tool”, on behalf of an enterprise B2B company. 40 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
65%
Clear leader
65KnowBe428Hoxhunt02DefendWise05others
65% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
KnowBe4 vs Hook SecurityKnowBe4 vs Infosec IQKnowBe4 vs Arctic Wolf Managed Security AwarenessWizer vs HoxhuntWizer vs Huntress Managed Security Awareness TrainingWizer vs Hook SecurityWizer vs Infosec IQWizer vs Arctic Wolf Managed Security AwarenessHoxhunt vs Huntress Managed Security Awareness TrainingHoxhunt vs Hook SecurityHoxhunt vs Infosec IQHoxhunt vs Arctic Wolf Managed Security AwarenessHuntress Managed Security Awareness Training vs Hook SecurityHuntress Managed Security Awareness Training vs Infosec IQHuntress Managed Security Awareness Training vs Arctic Wolf Managed Security AwarenessHook Security vs Infosec IQHook Security vs Arctic Wolf Managed Security AwarenessInfosec IQ vs Arctic Wolf Managed Security Awareness
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
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative80%
Key
01KnowBe465%
KnowBe465%02Hoxhunt28%
Hoxhunt28%03Infosec IQ2%
Infosec IQ2%04Proofpoint ZenGuide0%
Proofpoint ZenGuide0%05SoSafe0%
SoSafe0%06Cofense PhishMe0%
Cofense PhishMe0%07MetaCompliance0%
MetaCompliance0%08Mimecast Engage0%
Mimecast Engage0%09Arctic Wolf Managed Security Awareness0%
Arctic Wolf Managed Security Awareness0%What they warned about
Six of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Kimi K2 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.
KnowBe418%
11 of 60 labels negative · 7 of 12 models · 4 hard negative
“The platforms to be most cautious about are the ones that: Have a huge gap between admin satisfaction and user satisfaction (like KnowBe4).” DeepSeek V4 Flash, negative prompt
Proofpoint ZenGuide13%
7 of 55 labels negative · 6 of 12 models
“If you evaluate legacy enterprise leaders (like KnowBe4 or Proofpoint)... use these negotiating levers” Gemini 3.5 Flash, budget prompt
Arctic Wolf Managed Security Awareness36%
4 of 11 labels negative · 4 of 12 models · 1 hard negative
“Why avoid: Limited visibility into metrics, heavy reliance on manual setup or engineering support for changes” Grok 4.20, negative prompt
MetaCompliance27%
4 of 15 labels negative · 4 of 12 models · 1 hard negative
“should avoid or proceed with extreme caution when considering KnowBe4 and MetaCompliance due to widespread user dissatisfaction” Mistral Small, 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
64 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. 986 links across 159 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Hoxhunt49 answers · 105 citations · 12 models
42 answers · 68 citations · 12 models
vendor site · Adaptive Security37 answers · 109 citations · 11 models
33 answers · 58 citations · 11 models
vendor site · G225 answers · 25 citations · 9 models
vendor site · KnowBe424 answers · 46 citations · 8 models
24 answers · 41 citations · 10 models
vendor site · usecure24 answers · 29 citations · 9 models
vendor site · RansomLeak23 answers · 27 citations · 10 models
vendor site · G219 answers · 49 citations · 8 models
vendor site · EasyLlama17 answers · 17 citations · 6 models
14 answers · 16 citations · 7 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.
39 answers · 12 models
25 answers · 9 models
24 answers · 12 models
24 answers · 9 models
20 answers · 9 models
20 answers · 9 models
17 answers · 6 models
17 answers · 9 models
15 answers · 6 models
14 answers · 5 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 | 65% | 235 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Hoxhunt hoxhunt.com | 28% | 130 | 2,900 | 31 | 5,772 | 23 | ||
| Infosec IQ infosecinstitute.com | 2% | 43 | 590 | 17 | 55,091 | 111 | ||
| Microsoft Defender parent site Microsoft Defender for Office 365 Attack Simulation Training 2% | 2% | 36 | 18,100 | 3,525 | ||||
| DefendWise defendwise.com | 2% | 2 | ||||||
| Proofpoint parent site Proofpoint ZenGuide 0% | 0% | 126 | 27,100 | 1,488 | ||||
| SoSafe sosafe-awareness.com | 0% | 54 | 320 | 7 | 11,234 | |||
| Cofense PhishMe cofense.com | 0% | 38 | 110 | 2 | 41,392 | 22 | ||
| SANS Security Awareness sans.org | 0% | 31 | 90 | 4 | 703,543 | 81 | ||
| Adaptive Security adaptivesecurity.com | 0% | 28 | 5,400 | 98 | 17,395 | $4,390 | 108 |
Google's top ten for the three searches hold 18 sites; 5 of them are among the sites the models cited here (easyllama.com, g2.com, gartner.com, knowbe4.com, symbolsecurity.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 an enterprise B2B company?”Paraphrase“Which phishing simulation and training tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade security awareness training platforms and how do they differ?”Budget-constrained“What is the best security awareness training platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a security awareness training platform. What should we look at?”Negative“Which security awareness training platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5HoxhuntKnowBe4ChangedKnowBe4KnowBe4no first choicenothing named
Two alternatives
KnowBe4, Proofpoint ZenGuideOne alternative
Proofpoint ZenGuideOne alternative
Proofpoint ZenGuideOne alternative
HoxhuntGPT-5.4 miniKnowBe4KnowBe4HeldKnowBe4against: Huntress Managed Security Awareness Training, Mimecast EngageKnowBe4against: Proofpoint ZenGuide, SoSafeno first choicenothing named
Three alternatives
Hoxhunt, Mimecast Engage, Proofpoint ZenGuideTwo alternatives
Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuideFour alternatives
Hoxhunt, Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuide, SANS Security AwarenessGemini 3.5 FlashHoxhuntHoxhuntHeldHoxhunt, KnowBe4Microsoft Defender for Office 365 Attack Simulation Trainingagainst: KnowBe4, Proofpoint ZenGuideHoxhunt, KnowBe4against: GoPhish, Guardey, Wizer
Three alternatives
KnowBe4, NINJIO, Proofpoint ZenGuideThree alternatives
KnowBe4, Proofpoint ZenGuide, SoSafeFive alternatives
Mimecast Engage, NINJIO, OutThink, Proofpoint ZenGuide, SoSafeFive alternatives
Arctic Wolf Managed Security Awareness, CybeReady, Hook Security, Hoxhunt, Huntress Managed Security Awareness TrainingTwo alternatives
NINJIO, Proofpoint ZenGuidePerplexity SonarHoxhunt, KnowBe4KnowBe4ChangedKnowBe4KnowBe4against: Hoxhuntno first choiceagainst: Arctic Wolf Managed Security Awareness, CyberSentriq, ESET Cybersecurity Awareness Training, Huntress Managed Security Awareness Training, Infosec IQ, NINJIO, PhishingBox
Two alternatives
Proofpoint ZenGuide, SoSafeTwo alternatives
Hoxhunt, Proofpoint ZenGuideSix alternatives
Hoxhunt, Infosec IQ, MetaCompliance, Mimecast Engage, Proofpoint ZenGuide, SoSafeTwo alternatives
Proofpoint ZenGuide, SoSafeGrok 4.20KnowBe4KnowBe4Heldagainst: Hoxhunt, Infosec IQ, Mimecast EngageKnowBe4KnowBe4against: Cofense PhishMe, Terranova SecurityKnowBe4against: Arctic Wolf Managed Security Awareness, KnowBe4, Proofpoint ZenGuide
Two alternatives
Hoxhunt, Proofpoint ZenGuideOne alternative
Proofpoint ZenGuideTwo alternatives
Hoxhunt, Proofpoint ZenGuideTwo alternatives
Hoxhunt, Proofpoint ZenGuideFour alternatives
Adaptive Security, Hoxhunt, Proofpoint ZenGuide, usecureMistral SmallKnowBe4Hoxhunt, KnowBe4ChangedKnowBe4KnowBe4no first choiceagainst: KnowBe4, MetaCompliance
Three alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideFive alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, MetaCompliance, Proofpoint ZenGuide, SoSafeDeepSeek V4 FlashKnowBe4HoxhuntChangedagainst: KnowBe4Hoxhunt, KnowBe4Hoxhuntagainst: DefendWiseno first choiceagainst: Adaptive Security, Cyber Aware, KnowBe4against: ESET Cybersecurity Awareness Training, KnowBe4, MetaCompliance, Proofpoint ZenGuide
Three alternatives
Hoxhunt, Proofpoint ZenGuide, SANS Security AwarenessOne alternative
Proofpoint ZenGuideTwo alternatives
Proofpoint ZenGuide, SANS Security AwarenessTwo alternatives
KnowBe4, Proofpoint ZenGuideLlama 4 Maverickno first choiceno first choiceHeldno first choiceKnowBe4no first choicenothing named
One alternative
KnowBe4Qwen 3.7 FlashKnowBe4KnowBe4HeldKnowBe4KnowBe4no first choicenothing named
Two alternatives
Proofpoint ZenGuide, SANS Security AwarenessThree alternatives
Cofense PhishMe, Proofpoint ZenGuide, SANS Security AwarenessThree alternatives
Hoxhunt, Proofpoint ZenGuide, SoSafeTwo alternatives
Cofense PhishMe, Proofpoint ZenGuideKimi K2KnowBe4Hoxhunt, KnowBe4ChangedKnowBe4KnowBe4no first choiceagainst: Arctic Wolf Managed Security Awareness, KnowBe4, Proofpoint ZenGuide
Two alternatives
Hoxhunt, Proofpoint ZenGuideTwo alternatives
Cofense PhishMe, Proofpoint ZenGuideSeven alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, Hoxhunt, Infosec IQ, MetaCompliance, Proofpoint ZenGuide, SANS Security AwarenessThree alternatives
Hoxhunt, Proofpoint ZenGuide, RiotGLM 4.7 FlashXHoxhuntHoxhuntHeldHoxhuntInfosec IQagainst: IRONSCALES, Jericho, KnowBe4no first choiceagainst: KnowBe4, MetaCompliance, SoSafe
Four alternatives
KnowBe4, MetaCompliance, Proofpoint ZenGuide, SoSafeFour alternatives
Cofense PhishMe, FortiSAT, KnowBe4, Proofpoint ZenGuideSix alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, KnowBe4, MetaCompliance, Proofpoint ZenGuide, SoSafeMiniMax M2.5no first choiceKnowBe4ChangedHoxhuntDefendWiseagainst: KnowBe4, Proofpoint ZenGuideKnowBe4against: Arctic Wolf Managed Security Awareness, KnowBe4, MetaCompliance, Proofpoint ZenGuide
Three alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideThree alternatives
KnowBe4, MetaCompliance, Proofpoint ZenGuideOne alternative
PhishNextThree alternatives
Hook Security, Proofpoint ZenGuide, SymbolBold 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 14:06 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:44 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:24 | yes | 17 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 13:53 | yes | 20 | 6 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 10:36 | yes | 33 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:30 | yes | 17 | 12 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:47 | yes | 28 | 22 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:02 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:31 | no | 0 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:57 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:12 | yes | 25 | 55 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:43 | yes | 5 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:01 | yes | 19 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:55 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:52 | yes | 11 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:02 | yes | 20 | 5 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 13:20 | yes | 37 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:59 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:37 | yes | 25 | 38 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:15 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:25 | no | 0 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:54 | yes | 19 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:44 | yes | 18 | 35 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:25 | yes | 5 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:04 | yes | 0 | 25 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:07 | yes | 5 | 17 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:40 | yes | 12 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 10:02 | yes | 20 | 9 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 13:05 | yes | 52 | 23 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:34 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:13 | yes | 18 | 21 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:41 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:31 | yes | 5 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:24 | yes | 19 | 70 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:59 | yes | 9 | 176 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:06 | yes | 5 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:26 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:53 | yes | 5 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:21 | yes | 14 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 11:35 | yes | 20 | 7 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 10:16 | yes | 34 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:10 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:02 | yes | 26 | 50 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:39 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:01 | yes | 5 | 37 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:30 | yes | 15 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:33 | yes | 13 | 52 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 11:10 | yes | 5 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:59 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 14:11 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:56 | yes | 10 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 13:30 | yes | 20 | 14 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 11:18 | yes | 15 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:03 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:55 | yes | 27 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:21 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 09:27 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:37 | yes | 13 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:18 | yes | 14 | 89 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:03 | yes | 20 | 39 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:05 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:33 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:43 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 10:10 | yes | 20 | 8 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 13:00 | yes | 27 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:45 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:41 | yes | 26 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:46 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:06 | no | 0 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:11 | yes | 28 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:14 | yes | 25 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:03 | yes | 15 | 57 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
Arctic Wolf read as Arctic Wolf Managed Security Awareness
Cofense read as Cofense PhishMe
Huntress read as Huntress Managed Security Awareness Training
Microsoft Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Attack Simulation Training (Defender for Office 365 Plan 2) read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Attack Simulation Training (Defender for Office 365) read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Defender for Office 365 read as Microsoft Defender for Office 365 Attack Simulation Training
Mimecast read as Mimecast Engage
Proofpoint read as Proofpoint ZenGuide
Proofpoint (Bundled) read as Proofpoint ZenGuide
Proofpoint (ZenGuide) read as Proofpoint ZenGuide
Terranova read as Terranova Security
Unresolved, counted raw
Arsen
Brightside
Gremlin Security
Jericho
PhishNext
Symbol
Discontinued, still offered
No shut-down product was recommended here.