Security awareness training
Asked as “security awareness training platform”, and as “phishing simulation and training tool”, on behalf of a mid-market B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
45%
Clear leader
45KnowBe416Hoxhunt08Wizer31others
45% of first choices, clear leader.
Since September 2026▲+4Since September 2026: 42% → 46%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.KnowBe4 held the lead, +4 points on 42%, inside the 11-point 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
KnowBe420%Contested↗new leaderNew leader since September 2026: KnowBe4 (23%) replaces Hook Security (34% then, 14% now), 9 points clear, inside the 11-point floor.Standing →Mid-marketKnowBe445%Clear leader▲+4Since September 2026: 42% → 46%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseKnowBe474%Clear leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
KnowBe420%Contested↗new leaderNew leader since September 2026: KnowBe4 (23%) replaces Hook Security (34% then, 14% now), 9 points clear, inside the 11-point floor.Standing →Mid-marketKnowBe445%Clear leader▲+4Since September 2026: 42% → 46%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageEnterpriseKnowBe474%Clear leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 September 2026
01KnowBe445%18%65endorsed leader▲+4Since September 2026: 42% → 46%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.42% → 46%
KnowBe445%18%65endorsed leader▲+4Since September 2026: 42% → 46%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.42% → 46%02
Hoxhunt16%2%55accepted challenger▲+4Since September 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 17%
Hoxhunt16%2%55accepted challenger▲+4Since September 2026: 13% → 17%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 17%03
Wizer8%0%11accepted challenger▼−15Since September 2026: 20% → 5%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.20% → 5%
Wizer8%0%11accepted challenger▼−15Since September 2026: 20% → 5%, −15 points. Past the 11-point floor: movement. Read over the models both editions asked.20% → 5%04
Huntress Managed Security Awareness Training6%0%20accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%
Huntress Managed Security Awareness Training6%0%20accepted challenger▼−2Since September 2026: 9% → 7%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 7%05
SoSafe4%0%29accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%
SoSafe4%0%29accepted challenger▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 5%06
Proofpoint ZenGuide2%30%46criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Proofpoint ZenGuide2%30%46criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the five products at 0%, ordered by negative rate
10
Cofense PhishMe0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Cofense PhishMe0%26%19criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Arctic Wolf Managed Security Awareness0%18%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Arctic Wolf Managed Security Awareness0%18%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%11
Mimecast Engage0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Mimecast Engage0%17%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
Infosec IQ0%8%13accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%
Infosec IQ0%8%13accepted challenger▼−4Since September 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 0%08
MetaCompliance0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MetaCompliance0%7%15accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
Head to head
All fifteen head-to-head pages: the top six products, each against each
KnowBe4 vs SoSafeKnowBe4 vs Proofpoint ZenGuideHoxhunt vs WizerHoxhunt vs Huntress Managed Security Awareness TrainingHoxhunt vs SoSafeHoxhunt vs Proofpoint ZenGuideWizer vs Huntress Managed Security Awareness TrainingWizer vs SoSafeWizer vs Proofpoint ZenGuideHuntress Managed Security Awareness Training vs SoSafeHuntress Managed Security Awareness Training vs Proofpoint ZenGuideSoSafe vs Proofpoint ZenGuide
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01KnowBe445%
KnowBe445%02Hoxhunt16%
Hoxhunt16%03Wizer8%
Wizer8%04Huntress Managed Security Awareness Training6%
Huntress Managed Security Awareness Training6%05SoSafe4%
SoSafe4%06Proofpoint ZenGuide2%
Proofpoint ZenGuide2%07Arctic Wolf Managed Security Awareness0%
Arctic Wolf Managed Security Awareness0%08MetaCompliance0%
MetaCompliance0%09Infosec IQ0%
Infosec IQ0%10Cofense PhishMe0%
Cofense PhishMe0%11Mimecast Engage0%
Mimecast Engage0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B 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.
Proofpoint ZenGuide30%
14 of 46 labels negative · 8 of 14 models · 2 hard negative
“Proofpoint, Mimecast** – Often bundled with email security and can be expensive for small teams” Kimi K2, budget prompt
KnowBe418%
12 of 65 labels negative · 7 of 14 models · 2 hard negative
“1.9-star Trustpilot rating (85 % 1-star reviews) – users call the content “garbage”” GLM 4.7 FlashX, negative prompt
Arctic Wolf Managed Security Awareness18%
4 of 22 labels negative · 4 of 14 models
“Arctic Wolf has received positive reviews, but its focus on microlearning and simulations may not be suitable for all organizations.” Llama 4 Maverick, negative prompt
Cofense PhishMe26%
5 of 19 labels negative · 4 of 14 models
“though the admin overhead is worth factoring in if you have a lean team without capacity for ongoing campaign management” Claude Haiku 4.5, direct prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 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. 1003 links across 161 sites, every framing counted. Ranked by the number of answers carrying the site or page. 5 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.
47 answers · 63 citations · 12 models
vendor site · Hoxhunt44 answers · 63 citations · 13 models
vendor site · G244 answers · 44 citations · 14 models
vendor site · Adaptive Security43 answers · 102 citations · 12 models
vendor site · G238 answers · 88 citations · 13 models
vendor site · KnowBe430 answers · 46 citations · 11 models
vendor site · EasyLlama26 answers · 26 citations · 10 models
20 answers · 20 citations · 9 models
vendor site · RansomLeak19 answers · 21 citations · 11 models
vendor site · usecure18 answers · 21 citations · 9 models
16 answers · 21 citations · 9 models
14 answers · 15 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.
44 answers · 14 models
33 answers · 11 models
30 answers · 11 models
25 answers · 10 models
22 answers · 13 models
20 answers · 9 models
20 answers · 9 models
18 answers · 9 models
13 answers · 9 models
12 answers · 6 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 | 45% | 206 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Hoxhunt hoxhunt.com | 16% | 123 | 2,900 | 31 | 5,772 | 23 | ||
| Wizer wizer-training.com | 8% | 51 | 6,600 | 60 | 5,397 | 0 | ||
| Huntress huntress.com Huntress Managed Security Awareness Training 6% | 6% | 65 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| CanIPhish caniphish.com | 6% | 24 | 320 | 2 | 18,616 | 2 | ||
| SoSafe sosafe-awareness.com | 4% | 72 | 320 | 7 | 11,234 | |||
| EasyLlama easyllama.com | 4% | 22 | 3,600 | 24 | 80,528 | 15 | 6 | |
| Proofpoint parent site Proofpoint ZenGuide 2% | 2% | 131 | 27,100 | 1,488 | ||||
| Hook Security hooksecurity.co | 2% | 39 | 320 | 245 | 4,687 | 2 | ||
| PhishingBox phishingbox.com | 2% | 13 | 390 | 1 | 2,680 | 0 |
Google's top ten for the three searches hold 18 sites; 4 of them are among the sites the models cited here (easyllama.com, g2.com, gartner.com, knowbe4.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 4.5KnowBe4against: Cofense PhishMeKnowBe4HeldHoxhuntagainst: Proofpoint ZenGuideHook Securityno first choiceagainst: Cofense PhishMe, Hoxhunt, KnowBe4, MetaCompliance, Proofpoint ZenGuide
Two alternatives
Hoxhunt, Proofpoint ZenGuideThree alternatives
Hoxhunt, Infosec IQ PhishSim, Proofpoint ZenGuideThree alternatives
KnowBe4, RansomLeak, SoSafeTwo alternatives
CanIPhish, WizerGPT-5.4 miniKnowBe4KnowBe4HeldKnowBe4KnowBe4against: Microsoft-native optionsno first choicenothing named
Five alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Mimecast Engage, Proofpoint ZenGuide, SoSafeOne alternative
Microsoft's Attack Simulation TrainingFour alternatives
Cofense PhishMe, Mimecast Engage, Proofpoint ZenGuide, SANS Security AwarenessThree alternatives
Huntress Managed Security Awareness Training, PhishingBox, usecureGemini 3.5 FlashHoxhuntagainst: KnowBe4HoxhuntHeldagainst: KnowBe4Hoxhunt, KnowBe4Wizeragainst: KnowBe4, Proofpoint ZenGuideHoxhunt, Huntress Managed Security Awareness Training, SoSafeagainst: KnowBe4against: KnowBe4, Litmos, Proofpoint ZenGuide, Workday
Two alternatives
Adaptive Security, Huntress Managed Security Awareness TrainingTwo alternatives
Wizer, usecureFive alternatives
Huntress Managed Security Awareness Training, Infosec IQ, NINJIO, Proofpoint ZenGuide, SoSafeSix alternatives
CanIPhish, GoPhish, Guardey, Keepnet Labs' Free Library, Mitti, usecurePerplexity SonarHoxhuntagainst: RansomLeakKnowBe4ChangedKnowBe4EasyLlamano first choicenothing named
Three alternatives
Cofense PhishMe, KnowBe4, SoSafeTwo alternatives
Hoxhunt, PhishingBoxEight alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Infosec IQ, MetaCompliance, Phished, Proofpoint ZenGuide, SoSafe, Sophos Phish ThreatFour alternatives
AwareGO, Huntress Managed Security Awareness Training, KnowBe4, WizerGrok 4.1 FastKnowBe4KnowBe4Heldagainst: Proofpoint ZenGuideHoxhunt, KnowBe4Wizerno first choiceagainst: KnowBe4, Proofpoint ZenGuide
Four alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, MetaCompliance, Proofpoint ZenGuideOne alternative
HoxhuntFive alternatives
Arctic Wolf Managed Security Awareness, Huntress Managed Security Awareness Training, MetaCompliance, Proofpoint ZenGuide, SoSafeFour alternatives
CanIPhish, CybSafe, ESET Cybersecurity Awareness Training, Hook SecurityMistral SmallKnowBe4, Proofpoint ZenGuidePhishingBoxChangedKnowBe4EasyLlamano first choiceagainst: Phished
Four alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, Mimecast Engage, SoSafeTwo alternatives
Cofense PhishMe, HoxhuntSeven alternatives
Arctic Wolf Managed Security Awareness, EasyLlama, Hoxhunt, Huntress Managed Security Awareness Training, MetaCompliance, Proofpoint ZenGuide, SoSafeTwo alternatives
CyberSentriq, GuardeyDeepSeek V4 FlashHoxhunt, KnowBe4KnowBe4ChangedHoxhunt, KnowBe4Huntress Managed Security Awareness Trainingno first choiceagainst: Cofense PhishMe, Cornerstone, Global Knowledge, KnowBe4, Proofpoint ZenGuide, SANS Security Awareness, Skillsoft/SumTotal
Three alternatives
Arctic Wolf Managed Security Awareness, Proofpoint ZenGuide, SoSafeTwo alternatives
Hook Security, HoxhuntSix alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, Infosec IQ, NINJIO, Proofpoint ZenGuide, SoSafeFour alternatives
CybSafe, CyberHoot, EasyLlama, KnowBe4Llama 4 Maverickno first choiceno first choiceHeldno first choiceG2no first choiceagainst: Arctic Wolf Managed Security Awareness, G DATA, Hornetsecurity
Three alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, Infosec IQTwo alternatives
EasyLlama, WizerQwen 3.7 FlashKnowBe4KnowBe4Heldagainst: Cofense PhishMe, Proofpoint ZenGuideKnowBe4SoSafeno first choicenothing named
Two alternatives
Arctic Wolf Managed Security Awareness, HoxhuntTwo alternatives
Hoxhunt, Wombat Security TechnologiesThree alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideOne alternative
Hook SecurityKimi K2HoxhuntKnowBe4Changedagainst: Proofpoint ZenGuideKnowBe4CanIPhishagainst: KnowBe4, Mimecast Engage, Proofpoint ZenGuideno first choiceagainst: Arctic Wolf Managed Security Awareness, Cofense PhishMe, KnowBe4, NINJIO, Proofpoint ZenGuide, SANS Security Awareness
Four alternatives
Arctic Wolf Managed Security Awareness, Huntress Managed Security Awareness Training, KnowBe4, SoSafeOne alternative
HoxhuntFour alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuide, SANS Security AwarenessFour alternatives
Defendify, Hook Security, SentryMail, WizerFive alternatives
Hoxhunt, KnowBe4, Proofpoint ZenGuide, RansomLeak, SoSafeGLM 4.7 FlashXKnowBe4KnowBe4HeldHoxhunt, KnowBe4KnowBe4no first choiceagainst: Arctic Wolf Managed Security Awareness, Infosec IQ, KnowBe4, Mimecast Engage, Proofpoint ZenGuide
Two alternatives
Hoxhunt, SoSafeOne alternative
IRONSCALESTwelve alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, ESET Cybersecurity Awareness, Infosec IQ, KeepnetLabs, MetaCompliance, Mimecast Engage, NINJIO, PhishingBox, Proofpoint ZenGuide, SANS Security Awareness, SoSafeThree alternatives
EasyLlama, Hoxhunt, Infosec IQMiniMax M2.5Hoxhunt, KnowBe4KnowBe4ChangedKnowBe4AwareGO, Huntress Managed Security Awareness Trainingno first choicenothing named
One alternative
Arctic Wolf Managed Security AwarenessFour alternatives
Cofense PhishMe, Mimecast Engage, PhishingBox, Proofpoint ZenGuideFive alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, Hoxhunt, Mimecast Engage, Proofpoint ZenGuideTwo alternatives
HookPhish, KnowBe4GPT-6 LunaKnowBe4KnowBe4HeldKnowBe4CanIPhish, Wizeragainst: Microsoft's Attack Simulation Trainingno first choicenothing named
Three alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Proofpoint ZenGuideTwo alternatives
Hoxhunt, Microsoft Defender for Office 365 Attack Simulation TrainingFour alternatives
Cofense PhishMe, Hoxhunt, Huntress Managed Security Awareness Training, Proofpoint ZenGuideOne alternative
Hook SecurityMuse Glimmer 30BHoxhuntKnowBe4Changedagainst: Proofpoint ZenGuideHoxhunt, KnowBe4CanIPhish, Wizerno first choiceagainst: Arctic Wolf Managed Security Awareness, KnowBe4, Proofpoint ZenGuide
Four alternatives
Arctic Wolf Managed Security Awareness, KnowBe4, MetaCompliance, Proofpoint ZenGuideThree alternatives
Hoxhunt, Living Security, PhishedOne alternative
Proofpoint ZenGuideThree alternatives
Brightside AI, CyberHoot, Hook SecurityBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 08:23 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:25 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:54 | yes | 23 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:03 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 20 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:51 | yes | 10 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:30 | yes | 20 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:29 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:24 | yes | 13 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:35 | yes | 14 | 80 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:23 | yes | 10 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:12 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:56 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:47 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:04 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:53 | yes | 13 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:26 | yes | 19 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:39 | yes | 23 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:26 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:55 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:55 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:21 | no | 0 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:26 | yes | 19 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:03 | yes | 10 | 102 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:40 | yes | 12 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:44 | yes | 4 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:51 | yes | 14 | 39 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:21 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:29 | yes | 9 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:54 | yes | 20 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:13 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:06 | yes | 18 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:15 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:38 | yes | 24 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:13 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:23 | yes | 14 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:45 | yes | 10 | 18 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:19 | yes | 25 | 114 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:01 | yes | 18 | 31 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:50 | yes | 8 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:54 | yes | 12 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:36 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:45 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:30 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 12:01 | yes | 19 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:32 | yes | 20 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:47 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:21 | yes | 25 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:48 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:19 | yes | 5 | 16 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:51 | yes | 15 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:18 | yes | 15 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:35 | yes | 9 | 18 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:19 | yes | 4 | 23 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:51 | yes | 15 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:32 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:20 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:20 | yes | 17 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:40 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:25 | yes | 15 | 6 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:10 | yes | 17 | 61 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:51 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:24 | yes | 9 | 52 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:22 | yes | 20 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:33 | yes | 15 | 36 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:58 | yes | 5 | 12 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:16 | yes | 11 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:10 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:08 | yes | 18 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:16 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:47 | yes | 21 | 6 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:16 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:35 | no | 0 | 18 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:31 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:27 | yes | 10 | 33 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:24 | yes | 21 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:32 | yes | 23 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:27 | no | 0 | 7 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:42 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:10 | yes | 22 | 32 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
Cofense (formerly PhishMe) read as Cofense PhishMe
ESET read as ESET Cybersecurity Awareness Training
Huntress read as Huntress Managed Security Awareness Training
Huntress Managed Security Awareness read as Huntress Managed Security Awareness Training
Microsoft Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Mimecast read as Mimecast Engage
Proofpoint read as Proofpoint ZenGuide
Proofpoint (PSAT) read as Proofpoint ZenGuide
Proofpoint (ZenGuide / Security Awareness Training) read as Proofpoint ZenGuide
Proofpoint (formerly Wombat) read as Proofpoint ZenGuide
SANS read as SANS Security Awareness
Unresolved, counted raw
Cofense CBFree
Cofense Sample Lessons
Cornerstone
Fortra Security Awareness
Global Knowledge
Infosec IQ PhishSim
Keepnet Labs' Free Library
KeepnetLabs
Litmos
Microsoft-native options
PhishSkill
SafeTitan
SentryMail
Skillsoft/SumTotal
Wombat Security Technologies
Discontinued, still offered
No shut-down product was recommended here.