Security awareness training for small business buyers
Asked as “security awareness training platform”, and as “phishing simulation and training tool”, on behalf of a small B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
34%
Contested · KnowBe4 28%
34Hook Security28KnowBe420Wizer18others
34% of first choices, contested.
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 two 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 small business.
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% negative50%
Key
01Hook Security34%
Hook Security34%02KnowBe428%
KnowBe428%03Wizer20%
Wizer20%04CanIPhish4%
CanIPhish4%05Huntress Managed Security Awareness Training2%
Huntress Managed Security Awareness Training2%06Hoxhunt2%
Hoxhunt2%07EasyLlama2%
EasyLlama2%08SoSafe0%
SoSafe0%09Proofpoint ZenGuide0%
Proofpoint ZenGuide0%What they warned about
Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, 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.
KnowBe451%
29 of 57 labels negative · 12 of 12 models · 4 hard negative
“Why avoid/caution for SMBs: Overkill for small teams—starts at $25-35/user/year but scales poorly with admin time.” Grok 4.20, negative prompt
Proofpoint ZenGuide53%
8 of 15 labels negative · 5 of 12 models · 1 hard negative
“Enterprise-focused with high costs (custom, often $50+/user/year); reviewers say it's expensive and heavy for small teams.” Grok 4.20, negative prompt
GoPhish83%
5 of 6 labels negative · 5 of 12 models
“completely free but requires technical self-management (hosting, server setup). Only worth it if you have technical staff” DeepSeek V4 Flash, paraphrase prompt
Hoxhunt14%
3 of 21 labels negative · 3 of 12 models
“negotiates down to $2.90–$3.60—only if you commit to 500+ seats. That's out of reach for most small businesses.” DeepSeek V4 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
68 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. 948 links across 174 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Hook Security42 answers · 60 citations · 11 models
vendor site · Adaptive Security40 answers · 93 citations · 11 models
36 answers · 51 citations · 10 models
vendor site · Hoxhunt34 answers · 41 citations · 11 models
30 answers · 31 citations · 9 models
vendor site · G229 answers · 30 citations · 10 models
vendor site · KnowBe427 answers · 36 citations · 10 models
vendor site · EasyLlama27 answers · 29 citations · 11 models
vendor site · G225 answers · 52 citations · 10 models
vendor site · Guardey19 answers · 21 citations · 9 models
vendor site · usecure18 answers · 21 citations · 9 models
15 answers · 29 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.
40 answers · 10 models
30 answers · 11 models
30 answers · 9 models
29 answers · 10 models
27 answers · 11 models
25 answers · 9 models
21 answers · 9 models
15 answers · 9 models
14 answers · 8 models
13 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Hook Security hooksecurity.co | 34% | 47 | 320 | 245 | 4,687 | 2 | ||
| KnowBe4 knowbe4.com | 28% | 235 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Wizer wizer-training.com | 20% | 48 | 6,600 | 60 | 5,397 | 0 | ||
| CanIPhish caniphish.com | 4% | 27 | 320 | 2 | 18,616 | 2 | ||
| Microsoft Defender parent site Microsoft Defender for Office 365 Attack Simulation Training 4% | 4% | 36 | 18,100 | 3,525 | ||||
| Huntress huntress.com Huntress Managed Security Awareness Training 2% | 2% | 46 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| Hoxhunt hoxhunt.com | 2% | 130 | 2,900 | 31 | 5,772 | 23 | ||
| EasyLlama easyllama.com | 2% | 8 | 3,600 | 24 | 80,528 | 15 | 6 | |
| ESET eset.com ESET Cybersecurity Awareness Training 2% | 2% | 14 | 18,100 | 1,812 | 637,959 company | $4,397 | 75 | |
| Tactical Training | 2% |
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, guardey.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 small B2B company?”Paraphrase“Which phishing simulation and training tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top security awareness training platforms for a small team and how do they differ?”Budget-constrained“What is the best security awareness training platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a security awareness training platform. What should we look at?”Negative“Which security awareness training platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5EasyLlamaKnowBe4ChangedHuntress Managed Security Awareness Trainingagainst: KnowBe4KnowBe4no first choiceagainst: KnowBe4
Two alternatives
Hoxhunt, Huntress Managed Security Awareness TrainingFour alternatives
Defendify, Hook Security, Hoxhunt, Symbol SecurityThree alternatives
CyberSentriq, Hoxhunt, Proofpoint ZenGuideFour alternatives
Bob's Business, CyberSentriq, EasyLlama, Huntress Managed Security Awareness TrainingGPT-5.4 miniKnowBe4KnowBe4HeldInfosec IQKnowBe4no first choiceagainst: KnowBe4, MetaCompliance
One alternative
Microsoft Defender for Office 365 Attack Simulation TrainingThree alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, usecureFour alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, KnowBe4, Proofpoint ZenGuideOne alternative
HoxhuntGemini 3.5 FlashHook Securityagainst: KnowBe4Hook SecurityHeldagainst: KnowBe4Hook Security, Wizeragainst: KnowBe4Wizeragainst: KnowBe4, Proofpoint ZenGuideHook Securityagainst: KnowBe4, Proofpoint ZenGuideagainst: GoPhish, Hoxhunt, KnowBe4, Mimecast Engage, Proofpoint ZenGuide, SANS Security Awareness
Three alternatives
Huntress Managed Security Awareness Training, NINJIO, WizerTwo alternatives
Huntress Managed Security Awareness Training, WizerThree alternatives
CanIPhish, Huntress Managed Security Awareness Training, usecureThree alternatives
CanIPhish, Hook Security, Huntress Managed Security Awareness TrainingTwo alternatives
Huntress Managed Security Awareness Training, WizerPerplexity SonarKnowBe4KnowBe4Heldagainst: GoPhishAwareGO, SoSafe, Wizeragainst: KnowBe4Hook Security, Wizeragainst: KnowBe4no first choiceagainst: KnowBe4, Mimecast Engage, Proofpoint ZenGuide
Four alternatives
Hook Security, Huntress Managed Security Awareness Training, SoSafe, WizerTwo alternatives
Hook Security, Huntress Managed Security Awareness TrainingFive alternatives
Arctic Wolf Managed Security Awareness, CanIPhish, EasyLlama, Hook Security, Huntress Managed Security Awareness TrainingOne alternative
CanIPhishGrok 4.20Hook SecurityKnowBe4Changedagainst: Cofense PhishMe, GoPhishno first choiceagainst: EasyLlama, NINJIOCanIPhish, Wizeragainst: KnowBe4Hoxhuntagainst: Arctic Wolf Managed Security Awareness, KnowBe4, Proofpoint ZenGuide
Two alternatives
Huntress Managed Security Awareness Training, KnowBe4Two alternatives
Hook Security, PhishingBoxOne alternative
Hook SecurityTwo alternatives
Huntress Managed Security Awareness Training, KnowBe4Mistral SmallHook SecurityESET Cybersecurity Awareness Training, KnowBe4ChangedHuntress Managed Security Awareness TrainingHook Security, Wizerno first choiceagainst: KnowBe4, NINJIO
Three alternatives
CanIPhish, EasyLlama, WizerTwo alternatives
Hoxhunt, Proofpoint ZenGuideThree alternatives
AwareGO, EasyLlama, WizerTwo alternatives
CanIPhish, usecureDeepSeek V4 FlashKnowBe4KnowBe4Heldagainst: GoPhishHuntress Managed Security Awareness Training, WizerWizeragainst: KnowBe4Hook Securityagainst: KnowBe4, Mimecast Engage, Proofpoint ZenGuideagainst: Hoxhunt, KnowBe4, MetaCompliance, Proofpoint ZenGuide, SoSafe
Three alternatives
Hook Security, Huntress Managed Security Awareness Training, WizerTwo alternatives
Hook Security, Huntress Managed Security Awareness TrainingThree alternatives
Hoxhunt, KnowBe4, SoSafeTwo alternatives
CanIPhish, Hook SecurityTwo alternatives
CanIPhish, WizerLlama 4 MaverickHook Securityno first choiceChangedEasyLlamaCanIPhish, Hook Security, Wizerno first choiceagainst: KnowBe4
Two alternatives
CanIPhish, WizerOne alternative
ESET Cybersecurity Awareness TrainingFive alternatives
AwareGO, Barracuda Security Awareness Training, ESET Cybersecurity Awareness Training, Huntress Managed Security Awareness Training, WizerQwen 3.7 FlashHook Securityagainst: KnowBe4KnowBe4, Tactical TrainingChangedHuntress Managed Security Awareness Trainingagainst: KnowBe4Microsoft Defender for Office 365 Attack Simulation TrainingHook Security, Huntress Managed Security Awareness Trainingagainst: Cofense PhishMe, KnowBe4, Proofpoint ZenGuide
Two alternatives
Huntress Managed Security Awareness Training, WizerOne alternative
Security by ProxyFour alternatives
Arctic Wolf Managed Security Awareness, EasyLlama, Hoxhunt, SoSafeFour alternatives
Hook Security, Huntress Managed Security Awareness Training, KnowBe4, WizerTwo alternatives
KnowBe4, WizerKimi K2Hook SecurityKnowBe4Changedagainst: HoxhuntGuardey, Hook Securityagainst: KnowBe4Wizeragainst: KnowBe4no first choiceagainst: Arctic Wolf Managed Security Awareness, KnowBe4
Four alternatives
EasyLlama, Huntress Managed Security Awareness Training, KnowBe4, WizerTwo alternatives
Cofense PhishMe, Proofpoint ZenGuideThree alternatives
Huntress Managed Security Awareness Training, Mimecast Engage, WizerThree alternatives
CanIPhish, Hook Security, Huntress Managed Security Awareness TrainingGLM 4.7 FlashXHook SecurityMicrosoft Defender for Office 365 Attack Simulation TrainingChangedagainst: GoPhish, KnowBe4KnowBe4Wizerno first choiceagainst: Barracuda Security Awareness Training, CybeReady, KnowBe4, Nimblr
Four alternatives
Guardey, Hoxhunt, KnowBe4, WizerTwo alternatives
HookPhish, PhishDrillsFour alternatives
Hoxhunt, Infosec IQ, Proofpoint ZenGuide, SoSafeFour alternatives
CanIPhish, GoPhish, Hook Security, Microsoft Defender for Office 365 Attack Simulation TrainingMiniMax M2.5Hook Security, WizerHook Security, KnowBe4ChangedHoxhunt, KnowBe4Hook Security, Wizeragainst: KnowBe4no first choiceagainst: KnowBe4, MetaCompliance
Three alternatives
CanIPhish, EasyLlama, Infosec IQThree alternatives
CanIPhish, Huntress Managed Security Awareness Training, WizerFour alternatives
Doozy, EasyLlama, Huntress Managed Security Awareness Training, SoSafeThree alternatives
CanIPhish, Huntress Managed Security Awareness Training, Microsoft Defender for Office 365 Attack Simulation TrainingBold 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 11:17 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:57 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:34 | yes | 8 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 09:31 | 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 11:35 | yes | 31 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:37 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:45 | yes | 12 | 14 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:18 | yes | 12 | 65 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:30 | yes | 13 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:37 | yes | 8 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:55 | yes | 5 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:31 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:12 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:37 | yes | 8 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 14:00 | 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 11:06 | yes | 37 | 21 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:32 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:44 | yes | 19 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:48 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:04 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:25 | yes | 9 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:35 | yes | 28 | 130 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:58 | yes | 10 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:28 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:56 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:14 | yes | 15 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 12:04 | 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 13:50 | yes | 46 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:57 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:35 | yes | 28 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:15 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:39 | yes | 11 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:15 | yes | 15 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:02 | yes | 19 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:50 | yes | 5 | 18 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:18 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:56 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:57 | yes | 21 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 13:47 | yes | 20 | 5 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 12:47 | yes | 37 | 19 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:23 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:52 | yes | 13 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:54 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:07 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:46 | yes | 8 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:11 | yes | 23 | 159 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:41 | yes | 5 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:38 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:50 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:35 | yes | 13 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:37 | 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 10:20 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:17 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:32 | yes | 10 | 18 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:36 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:37 | yes | 5 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:27 | yes | 15 | 71 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:07 | yes | 13 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:15 | yes | 5 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:43 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:17 | yes | 3 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:20 | yes | 23 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:59 | 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 12:31 | yes | 38 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:24 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:21 | yes | 25 | 34 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:04 | yes | 19 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:07 | yes | 23 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:41 | yes | 12 | 111 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:20 | yes | 24 | 49 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
Barracuda read as Barracuda Security Awareness Training
Cofense read as Cofense PhishMe
ESET read as ESET Cybersecurity Awareness Training
Fortinet read as FortiSAT
Huntress read as Huntress Managed Security Awareness Training
Huntress Managed Security Awareness read as Huntress Managed Security Awareness Training
Microsoft 365 Attack Simulator read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft 365 Business Premium's Attack Simulator read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Attack Simulator read as Microsoft Defender for Office 365 Attack Simulation Training
Microsoft Defender Attack Simulator read as Microsoft Defender for Office 365 Attack Simulation Training
Mimecast read as Mimecast Engage
Proofpoint read as Proofpoint ZenGuide
Terranova read as Terranova Security
Unresolved, counted raw
Bob's Business
ClearPhish
Fortinet’s complimentary training offerings
Microsoft Security Awareness
Nimblr
PhishDrills
Security by Proxy
Symbol Security
Tactical Training
UK National Cyber Security Centre (NCSC)
Discontinued, still offered
No shut-down product was recommended here.