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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
74%
Clear leader
74KnowBe414Hoxhunt04Proofpoint ZenGuide08others
74% of first choices, clear leader.
Since September 2026▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.KnowBe4 held the lead, +11 points on 65%, 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.Standing →EnterpriseKnowBe474%Clear leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
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.Standing →EnterpriseKnowBe474%Clear leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01KnowBe474%12%73endorsed leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.65% → 76%
KnowBe474%12%73endorsed leader▲+11Since September 2026: 65% → 76%, +11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.65% → 76%02
Hoxhunt14%12%50accepted challenger▼−13Since September 2026: 28% → 15%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.28% → 15%
Hoxhunt14%12%50accepted challenger▼−13Since September 2026: 28% → 15%, −13 points. Past the 11-point floor: movement. Read over the models both editions asked.28% → 15%03
Proofpoint ZenGuide4%14%63accepted 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 ZenGuide4%14%63accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%04
SoSafe2%3%29accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
SoSafe2%3%29accepted 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 six products at 0%, ordered by negative rate
10
MetaCompliance0%27%15criticized 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%27%15criticized 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
Arctic Wolf Managed Security Awareness0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Arctic Wolf Managed Security Awareness0%18%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
Mimecast Engage0%18%17accepted 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%18%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%05
Cofense PhishMe0%8%26accepted 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%8%26accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06
Adaptive Security0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Adaptive Security0%8%13accepted 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
Infosec IQ0%8%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Infosec IQ0%8%13accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 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
One product takes 74% of first choices here, so the chart would put nine 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. One product carries a negative rate above 25% in this category.
What they warned about
Seven of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Llama 4 Maverick, Qwen 3.7 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 ZenGuide14%
9 of 63 labels negative · 8 of 14 models · 1 hard negative
“Described as "clunky" with poor UI/UX, non-customizable trainings, and integration headaches.” Grok 4.1 Fast, negative prompt
KnowBe412%
9 of 73 labels negative · 7 of 14 models · 2 hard negative
“**Avoid If**: Your workforce is distributed/remote, needs modern AI/personalized engagement... Trustpilot rating ~1.9-2.9/5 (85% 1-star in some samples)” Grok 4.1 Fast, negative prompt
Hoxhunt12%
6 of 50 labels negative · 4 of 14 models
“Several newer, AI-focused platforms (Adaptive Security, Phished, SoSafe, Hoxhunt, RansomLeak) are gaining traction, but many are very young” DeepSeek V4 Flash, negative prompt
MetaCompliance27%
4 of 15 labels negative · 3 of 14 models
“appear to have some phishing-related and feature/experience complaints in review summaries; worth testing heavily” GPT-5.4 mini, negative 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
79 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. 1103 links across 201 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.
vendor site · Hoxhunt49 answers · 71 citations · 13 models
vendor site · Adaptive Security46 answers · 120 citations · 12 models
vendor site · KnowBe436 answers · 63 citations · 13 models
34 answers · 45 citations · 12 models
vendor site · G234 answers · 34 citations · 12 models
vendor site · G232 answers · 70 citations · 12 models
vendor site · RansomLeak28 answers · 35 citations · 11 models
26 answers · 35 citations · 12 models
23 answers · 23 citations · 9 models
21 answers · 28 citations · 10 models
vendor site · Proofpoint20 answers · 27 citations · 9 models
vendor site · EasyLlama18 answers · 18 citations · 10 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.
38 answers · 12 models
33 answers · 12 models
23 answers · 9 models
21 answers · 10 models
21 answers · 12 models
20 answers · 11 models
20 answers · 11 models
19 answers · 9 models
18 answers · 10 models
16 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 | 74% | 206 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Hoxhunt hoxhunt.com | 14% | 123 | 2,900 | 31 | 5,772 | 23 | ||
| Proofpoint parent site Proofpoint ZenGuide 4% | 4% | 131 | 27,100 | 1,488 | ||||
| SoSafe sosafe-awareness.com | 2% | 72 | 320 | 7 | 11,234 | |||
| DefendWise defendwise.com | 2% | 4 | ||||||
| Living Security livingsecurity.com | 2% | 5 | ||||||
| Microsoft Defender parent site Microsoft Defender for Office 365 Attack Simulation Training 2% | 2% | 16 | 18,100 | 3,525 | ||||
| Cofense PhishMe cofense.com | 0% | 46 | 110 | 2 | 41,392 | 22 | ||
| Adaptive Security adaptivesecurity.com | 0% | 29 | 5,400 | 98 | 17,395 | $4,390 | 108 | |
| Infosec IQ infosecinstitute.com | 0% | 35 | 590 | 17 | 55,091 | 111 |
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, proofpoint.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 4.5Hoxhunt, KnowBe4KnowBe4ChangedHoxhunt, KnowBe4against: MetaComplianceKnowBe4no first choiceagainst: Cofense PhishMe, KnowBe4, MetaCompliance, Proofpoint ZenGuide
Two alternatives
Proofpoint ZenGuide, SoSafeThree alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideThree alternatives
Proofpoint ZenGuide, RansomLeak, SoSafeOne alternative
Proofpoint ZenGuideGPT-5.4 miniKnowBe4KnowBe4HeldKnowBe4DefendWiseagainst: Proofpoint ZenGuideno first choiceagainst: CybeReady, Infosec IQ, MetaCompliance, Nimblr
Four alternatives
Hoxhunt, Mimecast Engage, Proofpoint ZenGuide, SoSafeThree alternatives
Cofense PhishMe, Mimecast Engage, Proofpoint ZenGuideSix alternatives
Cofense PhishMe, Hoxhunt, IRONSCALES, Mimecast Engage, Proofpoint ZenGuide, SoSafeOne alternative
KnowBe4Gemini 3.5 FlashHoxhuntHoxhuntHeldno first choiceLiving Securityno first choiceagainst: Hook Security, Huntress Managed Security Awareness Training, Phin Security, Wizer, usecure
Five alternatives
CybSafe, KnowBe4, Living Security, Proofpoint ZenGuide, SoSafeFour alternatives
KnowBe4, Mimecast Engage, Proofpoint ZenGuide, SoSafeSix alternatives
Adaptive Security, Hoxhunt, Infosec IQ, KnowBe4, Proofpoint ZenGuide, SoSafeTwo alternatives
Hoxhunt, KnowBe4Perplexity SonarKnowBe4KnowBe4HeldKnowBe4, Proofpoint ZenGuideKnowBe4no first choiceagainst: KnowBe4, Proofpoint ZenGuide
Four alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, MetaCompliance, Proofpoint ZenGuideTwo alternatives
Hoxhunt, Proofpoint ZenGuideThree alternatives
Adaptive Security, Hoxhunt, SoSafeTwo alternatives
Hoxhunt, Huntress Managed Security Awareness TrainingGrok 4.1 FastKnowBe4KnowBe4Heldagainst: Hoxhunt, IRONSCALESKnowBe4KnowBe4against: Cofense PhishMe, Hoxhunt, Mimecast Engage, Proofpoint ZenGuideKnowBe4against: Hoxhunt, usecureagainst: Arctic Wolf Managed Security Awareness, KnowBe4, Phished, Proofpoint ZenGuide
Three alternatives
Hoxhunt, Infosec IQ, Proofpoint ZenGuideOne alternative
Proofpoint ZenGuideSix alternatives
Cofense PhishMe, Hoxhunt, Infosec IQ, Proofpoint ZenGuide, SoSafe, Terranova SecurityFour alternatives
Adaptive Security, Infosec IQ, Proofpoint ZenGuide, Terranova SecurityMistral SmallHoxhunt, KnowBe4KnowBe4ChangedHoxhunt, KnowBe4KnowBe4no first choiceagainst: KnowBe4against: CybeReady, KnowBe4
One alternative
Proofpoint ZenGuideThree alternatives
Egress, IRONSCALES, Proofpoint ZenGuideTwo alternatives
Huntress Managed Security Awareness Training, SoSafeOne alternative
PhishedDeepSeek V4 FlashKnowBe4KnowBe4HeldHoxhunt, KnowBe4KnowBe4against: Microsoft Defender for Office 365no first choiceagainst: Adaptive Security, Hoxhunt, KnowBe4, Phished, RansomLeak, SANS Security Awareness, SoSafe, Wombat
Two alternatives
Hoxhunt, Proofpoint ZenGuideThree alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideFour alternatives
Arctic Wolf Managed Security Awareness, Cofense PhishMe, Proofpoint ZenGuide, SoSafeTwo alternatives
Hoxhunt, Proofpoint ZenGuideSix alternatives
Hoxhunt, Keepnet, KnowBe4, Proofpoint ZenGuide, SoSafe, Terranova SecurityLlama 4 Maverickno first choiceKnowBe4Changedno first choiceHoxhunt, KnowBe4, SoSafeno first choicenothing named
Qwen 3.7 FlashHoxhunt, KnowBe4KnowBe4ChangedKnowBe4KnowBe4no first choicenothing named
One alternative
MetaComplianceThree alternatives
Cofense PhishMe, IRONSCALES, Microsoft DefenderFour alternatives
Adaptive Security, Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideTwo alternatives
ClickIT, Proofpoint ZenGuideKimi K2KnowBe4, Proofpoint ZenGuideagainst: Mimecast EngageKnowBe4ChangedKnowBe4against: Mimecast EngageKnowBe4no first choiceagainst: KnowBe4against: KnowBe4, Proofpoint ZenGuide
Two alternatives
Hoxhunt, IRONSCALESThree alternatives
Cofense PhishMe, IRONSCALES, Proofpoint ZenGuideFour alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuide, SANS Security AwarenessTwo alternatives
DefendWise, Proofpoint ZenGuideGLM 4.7 FlashXKnowBe4KnowBe4Heldno first choiceKnowBe4against: Hoxhuntno first choiceagainst: Arctic Wolf Managed Security Awareness, KnowBe4, MetaCompliance, Proofpoint ZenGuide
Four alternatives
Arctic Wolf Managed Security Awareness, Hoxhunt, Proofpoint ZenGuide, SoSafeTwo alternatives
Adaptive Security, Cofense PhishMeOne alternative
Proofpoint ZenGuideMiniMax M2.5no first choiceKnowBe4ChangedKnowBe4no first choiceKnowBe4nothing named
Two alternatives
Cofense PhishMe, Proofpoint ZenGuideFour alternatives
Cofense PhishMe, CybSafe, Hoxhunt, Proofpoint ZenGuideFour alternatives
Cofense PhishMe, Microsoft, Mimecast Engage, Proofpoint ZenGuideGPT-6 LunaKnowBe4KnowBe4HeldKnowBe4, Proofpoint ZenGuideagainst: Microsoft Defender for Office 365 Attack Simulation TrainingKnowBe4, Microsoft Defender for Office 365 Attack Simulation Trainingno first choiceagainst: Microsoft Defender for Office 365 Attack Simulation Trainingagainst: Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuide
Three alternatives
Cofense PhishMe, Hoxhunt, Proofpoint ZenGuideTwo alternatives
Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuideFour alternatives
Cofense PhishMe, Hoxhunt, Mimecast Engage, SANS Security AwarenessMuse Glimmer 30BHoxhunt, KnowBe4KnowBe4, Proofpoint ZenGuideChangedHoxhunt, KnowBe4, Proofpoint ZenGuideKnowBe4against: Hoxhunt, Proofpoint ZenGuideno first choicenothing named
One alternative
Proofpoint ZenGuideOne alternative
HoxhuntTwo alternatives
MetaCompliance, SoSafeOne alternative
AutopilotBold 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 08:51 | yes | 16 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:33 | yes | 5 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:08 | yes | 15 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:08 | yes | 19 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:59 | yes | 24 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:56 | yes | 13 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:00 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:36 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:38 | yes | 8 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:47 | yes | 10 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:41 | yes | 14 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:08 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:48 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:15 | yes | 13 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:52 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:41 | yes | 6 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:49 | yes | 7 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:46 | yes | 19 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:15 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:56 | yes | 15 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:39 | yes | 20 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:49 | yes | 5 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:32 | yes | 14 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:54 | yes | 13 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:56 | yes | 24 | 115 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:55 | no | 0 | 44 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:32 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:58 | yes | 12 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:43 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:08 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:14 | yes | 23 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:23 | yes | 20 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:46 | yes | 24 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:31 | yes | 12 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:50 | yes | 23 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:47 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:36 | yes | 7 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:55 | yes | 23 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:23 | yes | 14 | 79 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:21 | yes | 12 | 16 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:41 | yes | 7 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:48 | yes | 14 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:57 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:15 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:19 | yes | 14 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 10:00 | yes | 18 | 5 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:42 | yes | 23 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:14 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:45 | yes | 23 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:42 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:49 | no | 0 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:23 | yes | 19 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:37 | yes | 21 | 50 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:18 | yes | 20 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:43 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:15 | yes | 11 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:22 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:13 | yes | 3 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:49 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 12:06 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:10 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:51 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:43 | yes | 23 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:11 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:33 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:16 | yes | 18 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:04 | yes | 15 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:18 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 4 | 34 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:20 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:29 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:09 | yes | 7 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:17 | yes | 19 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:31 | yes | 20 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:52 | yes | 19 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:10 | yes | 14 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:03 | yes | 22 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:17 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:55 | yes | 10 | 42 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:38 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:53 | yes | 23 | 54 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:27 | yes | 23 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:41 | yes | 3 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:58 | yes | 22 | 25 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
Barracuda read as Barracuda Security Awareness Training
Cofense read as Cofense PhishMe
Cofense (PhishMe + Cofense Learn) read as Cofense PhishMe
Cofense (PhishMe) read as Cofense PhishMe
Cofense (formerly PhishMe) read as Cofense PhishMe
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
Microsoft Defender Attack Simulation Training read as Microsoft Defender for Office 365 Attack Simulation Training
Mimecast read as Mimecast Engage
Proofpoint read as Proofpoint ZenGuide
Proofpoint (Wombat) read as Proofpoint ZenGuide
Proofpoint (ZenGuide) read as Proofpoint ZenGuide
Proofpoint (ZenGuide/ThreatSim) read as Proofpoint ZenGuide
SANS read as SANS Security Awareness
Terranova read as Terranova Security
Terranova (Fortra) read as Terranova Security
Unresolved, counted raw
Autopilot
Beauceron
ClickIT
Cyber Aware
ESET Security Awareness
Infima
Nimblr
Offensive Security OffSec Flex
Q9
SANS Workforce Security
Security Mentor
Spartan Global
Unlimited Cyberaware
Wombat (now part of Proofpoint)
Discontinued, still offered
No shut-down product was recommended here.