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, fourteen models each.
Standing · first-choice share
20%
Contested · Hook Security 16%
20KnowBe416Hook Security16Huntress Managed Security Awareness Training48others
20% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: KnowBe4 (23%) replaces Hook Security (34% then, 14% now), 9 points clear, inside the 11-point floor.KnowBe4 leads at 23%, replacing Hook Security, which led at 34% and stands at 14% now: 9 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01KnowBe420%45%60criticized challenger▼−5Since September 2026: 28% → 23%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.28% → 23%
KnowBe420%45%60criticized challenger▼−5Since September 2026: 28% → 23%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.28% → 23%02
Huntress Managed Security Awareness Training16%0%39accepted challenger▲+12Since September 2026: 2% → 14%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 14%
Huntress Managed Security Awareness Training16%0%39accepted challenger▲+12Since September 2026: 2% → 14%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 14%03
Hook Security16%0%31accepted challenger▼−20Since September 2026: 34% → 14%, −20 points. Past the 11-point floor: movement. Read over the models both editions asked.34% → 14%
Hook Security16%0%31accepted challenger▼−20Since September 2026: 34% → 14%, −20 points. Past the 11-point floor: movement. Read over the models both editions asked.34% → 14%04
Wizer10%0%23accepted challenger▼−11Since September 2026: 20% → 9%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 9%
Wizer10%0%23accepted challenger▼−11Since September 2026: 20% → 9%, −11 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 9%05
EasyLlama6%0%15accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%
EasyLlama6%0%15accepted challenger▲+5Since September 2026: 2% → 7%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 7%06
CanIPhish4%0%18accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
CanIPhish4%0%18accepted challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%07
Hoxhunt4%21%19accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%
Hoxhunt4%21%19accepted challenger▲+3Since September 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 5%08
usecure2%0%12accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
usecure2%0%12accepted 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 three products at 0%, ordered by negative rate
11
Proofpoint ZenGuide0%52%31criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Proofpoint ZenGuide0%52%31criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10
Infosec IQ0%9%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%
Infosec IQ0%9%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%09
SoSafe0%7%14accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
SoSafe0%7%14accepted 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% negative40%
Key
01KnowBe420%
KnowBe420%02Huntress Managed Security Awareness Training16%
Huntress Managed Security Awareness Training16%03Hook Security16%
Hook Security16%04Wizer10%
Wizer10%05EasyLlama6%
EasyLlama6%06CanIPhish4%
CanIPhish4%07Hoxhunt4%
Hoxhunt4%08usecure2%
usecure2%09SoSafe0%
SoSafe0%10Infosec IQ0%
Infosec IQ0%11Proofpoint ZenGuide0%
Proofpoint ZenGuide0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
KnowBe445%
27 of 60 labels negative · 11 of 14 models · 10 hard negative
“Red flags come up in reviews: outdated UX, long training modules, aggressive upselling, and a heavy focus on compliance rather than actual behavior change” Claude Haiku 4.5, negative prompt
Proofpoint ZenGuide52%
16 of 31 labels negative · 9 of 14 models · 7 hard negative
“High price and complexity for small teams... "Users find the high pricing for Proofpoint ZenGuide, especially as an MSP, to be a significant drawback."” Muse Glimmer 30B, negative prompt
Hoxhunt21%
4 of 19 labels negative · 4 of 14 models · 1 hard negative
“Repetitive content causing "training fatigue"” MiniMax M2.5, negative prompt
SANS Security Awareness60%
3 of 5 labels negative · 3 of 14 models · 1 hard negative
“Has a high learning curve for non-technical users and is an expensive option, particularly for smaller organizations” Claude Haiku 4.5, 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
76 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. 1113 links across 154 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 · G251 answers · 127 citations · 13 models
vendor site · Adaptive Security49 answers · 131 citations · 12 models
vendor site · G237 answers · 37 citations · 13 models
vendor site · KnowBe436 answers · 51 citations · 11 models
vendor site · Hook Security35 answers · 58 citations · 13 models
vendor site · EasyLlama33 answers · 42 citations · 11 models
33 answers · 39 citations · 11 models
vendor site · Huntress24 answers · 35 citations · 9 models
vendor site · Guardey22 answers · 27 citations · 10 models
vendor site · usecure21 answers · 31 citations · 10 models
vendor site · HookPhish19 answers · 21 citations · 9 models
vendor site · Hoxhunt18 answers · 25 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.
37 answers · 13 models
33 answers · 11 models
31 answers · 12 models
28 answers · 11 models
24 answers · 10 models
21 answers · 11 models
20 answers · 9 models
18 answers · 9 models
17 answers · 9 models
17 answers · 8 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 | 20% | 206 | 74,000 | 1,009 | 156,597 | 21 | 5 | |
| Huntress huntress.com Huntress Managed Security Awareness Training 16% | 16% | 65 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | |
| Hook Security hooksecurity.co | 16% | 39 | 320 | 245 | 4,687 | 2 | ||
| Wizer wizer-training.com | 10% | 51 | 6,600 | 60 | 5,397 | 0 | ||
| EasyLlama easyllama.com | 6% | 22 | 3,600 | 24 | 80,528 | 15 | 6 | |
| CanIPhish caniphish.com | 4% | 24 | 320 | 2 | 18,616 | 2 | ||
| Hoxhunt hoxhunt.com | 4% | 123 | 2,900 | 31 | 5,772 | 23 | ||
| Defendify defendify.com | 4% | 9 | ||||||
| Hacker Rangers Free Edition | 4% | |||||||
| usecure usecure.io | 2% | 19 | 480 | 4 | 6,690 | 1 |
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, guardey.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 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 4.5Hook Securityagainst: KnowBe4Hook Security, KnowBe4ChangedHuntress Managed Security Awareness Trainingagainst: KnowBe4, Proofpoint ZenGuideHook Security, Wizerno first choiceagainst: KnowBe4, MetaCompliance, NINJIO, SANS Security Awareness
Three alternatives
Huntress Managed Security Awareness Training, Wizer, usecureThree alternatives
GoPhish, Hoxhunt, Microsoft Defender for Office 365 Attack Simulation TrainingThree alternatives
EasyLlama, NINJIO, usecureOne alternative
EasyLlamaGPT-5.4 miniHuntress Managed Security Awareness TrainingKnowBe4, Microsoft's Attack Simulation TrainingChangedKnowBe4KnowBe4no first choiceagainst: MetaCompliance, Proofpoint ZenGuide
Three alternatives
Hoxhunt, KnowBe4, MetaComplianceFour alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Microsoft Defender for Office 365 Attack Simulation Training, Proofpoint ZenGuideTwo alternatives
Huntress Managed Security Awareness Training, Microsoft Defender for Office 365 Attack Simulation TrainingGemini 3.5 FlashWizeragainst: KnowBe4WizerHeldagainst: KnowBe4Wizeragainst: KnowBe4, Proofpoint ZenGuideWizer Trainingagainst: KnowBe4, Proofpoint ZenGuideHook Securityagainst: KnowBe4against: Cofense PhishMe, Hoxhunt, KnowBe4, Microsoft Defender for Office 365, Proofpoint ZenGuide, SANS Security Awareness
Three alternatives
Huntress Managed Security Awareness Training, NINJIO, usecureOne alternative
Huntress Managed Security Awareness TrainingFour alternatives
Guardey, Hook Security, Huntress Managed Security Awareness Training, usecureThree alternatives
Hook Security, Huntress Managed Security Awareness Training, usecureThree alternatives
Ethena, Huntress Managed Security Awareness Training, usecurePerplexity SonarHuntress Managed Security Awareness TrainingPhishingBoxChangedHook Security, Huntress Managed Security Awareness TrainingEasyLlamano first choicenothing named
Four alternatives
CanIPhish, Hook Security, KnowBe4, WizerTwo alternatives
KnowBe4, Microsoft Defender for Office 365 Attack Simulation TrainingFive alternatives
CanIPhish, EasyLlama, Infosec IQ, SoSafe, WizerThree alternatives
CanIPhish, Hook Security, WizerGrok 4.1 FastHuntress Managed Security Awareness Training, KnowBe4KnowBe4Changedagainst: GoPhish, Proofpoint ZenGuideHuntress Managed Security Awareness Training, KnowBe4Hacker Rangers Free Editionagainst: KnowBe4no first choiceagainst: Cofense PhishMe, Hoxhunt, Infosec IQ, KnowBe4, Mimecast Engage, NINJIO, Proofpoint ZenGuide
Two alternatives
Hook Security, WizerThree alternatives
CanIPhish, Hook Security, PhishingBoxThree alternatives
Infosec IQ, NINJIO, SoSafeThree alternatives
ESET Cybersecurity Awareness Training, Hook Security, Microsoft Defender for Office 365 Attack Simulation TrainingTwo alternatives
Hoxhunt, KnowBe4Mistral SmallHoxhunt, Phishedno first choiceChangedEasyLlama, Hook Security, Wizeragainst: KnowBe4Hacker Rangers Free Editionno first choicenothing named
One alternative
SoSafeTwo alternatives
ESET Cybersecurity Awareness Training, Infosec IQDeepSeek V4 FlashHook SecurityusecureChangedagainst: Hoxhunt, KnowBe4Hook Securityagainst: KnowBe4, Proofpoint ZenGuide, SoSafeHook Securityno first choiceagainst: KnowBe4, NINJIOagainst: KnowBe4, Proofpoint ZenGuide, SANS Security Awareness
Two alternatives
KnowBe4, usecureTwo alternatives
Phished.ai, Sophos Phish ThreatThree alternatives
CanIPhish, Huntress Managed Security Awareness Training, WizerThree alternatives
EasyLlama, KnowBe4, WizerFour alternatives
CanIPhish, Hook Security, Huntress Managed Security Awareness Training, WizerLlama 4 MaverickHuntress Managed Security Awareness TrainingDefendifyChangedno first choiceno first choiceno first choicenothing named
Four alternatives
Hoxhunt, KnowBe4, Proofpoint ZenGuide, SoSafeThree alternatives
ESET Cybersecurity Awareness Training, PhishByte, PhishingBoxQwen 3.7 FlashKnowBe4KnowBe4HeldWizerEasyLlamaagainst: KnowBe4no first choiceagainst: Canvas, Docebo, KnowBe4, Microsoft Teams Training Manager, Moodle, Proofpoint ZenGuide
Three alternatives
Cisco Secure, Proofpoint ZenGuide, SecurityMetricsTwo alternatives
NINJIO, Phishing BoxFour alternatives
CanIPhish, EasyLlama, Hook Security, Huntress Managed Security Awareness TrainingThree alternatives
Hook Security, Huntress Managed Security Awareness Training, ThriveDXKimi K2KnowBe4Huntress Managed Security Awareness TrainingChangedHuntress Managed Security Awareness TrainingWizeragainst: KnowBe4no first choiceagainst: BullPhish, KnowBe4
Four alternatives
Defendify, Hook Security, Huntress Managed Security Awareness Training, usecureTwo alternatives
Hook Security, KnowBe4Five alternatives
Hoxhunt, Infosec IQ, KnowBe4, Proofpoint ZenGuide, SANS Security AwarenessTwo alternatives
CanIPhish, Hook SecurityGLM 4.7 FlashXEasyLlamaKnowBe4ChangedEasyLlamaagainst: KnowBe4CanIPhishagainst: KnowBe4, Proofpoint ZenGuideno first choiceagainst: KnowBe4
Two alternatives
Hoxhunt, KnowBe4Three alternatives
Huntress Managed Security Awareness Training, Microsoft Defender for Office 365 Attack Simulation Training, PhishedFive alternatives
CanIPhish, Hook Security, Hoxhunt, Phished, WizerThree alternatives
EasyLlama, Hook Security, WizerMiniMax M2.5Hoxhunt, KnowBe4Defendify, GuardzChangedagainst: GoPhishEasyLlama, KnowBe4HookPhish, Huntress Managed Security Awareness Trainingagainst: Proofpoint ZenGuideno first choiceagainst: Arctic Wolf Managed Security Awareness, Hoxhunt, KnowBe4, Proofpoint ZenGuide
Three alternatives
Guardey, Huntress Managed Security Awareness Training, Proofpoint ZenGuideOne alternative
Huntress Managed Security Awareness TrainingOne alternative
KnowBe4GPT-6 LunaHuntress Managed Security Awareness TrainingHuntress Managed Security Awareness TrainingHeldagainst: Microsoft Defender for Office 365 Attack Simulation TrainingKnowBe4Wizerno first choiceagainst: KnowBe4, Microsoft Defender for Office 365 Attack Simulation Training
Two alternatives
Attack Simulation Training, KnowBe4 FoundationOne alternative
KnowBe4 SAT FoundationFour alternatives
Hoxhunt, Huntress Managed Security Awareness Training, Microsoft Defender for Office 365 Attack Simulation Training, usecureTwo alternatives
Hook Security, Microsoft's Attack Simulation TrainingMuse Glimmer 30BHook SecurityHook SecurityHeldagainst: KnowBe4, Proofpoint ZenGuideCanIPhish, Hook Security, Wizeragainst: IRONSCALESCanIPhish, CybSafeno first choiceagainst: KnowBe4, Proofpoint ZenGuide
Five alternatives
EasyLlama, Hacker Rangers Free Edition, Huntress Managed Security Awareness Training, KnowBe4, Proofpoint ZenGuideThree alternatives
CanIPhish, PhishingBox, WizerFour alternatives
Hoxhunt, KnowBe4, RansomLeak, SoSafeFour alternatives
Bright Defense, CyberHoot, Kinan SMB Edition, KnowBe4Bold 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 13:16 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:22 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:23 | yes | 22 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:44 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:54 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:46 | yes | 7 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:12 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:04 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:39 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:13 | yes | 14 | 19 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:28 | yes | 23 | 19 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:18 | yes | 8 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:50 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:42 | yes | 20 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:17 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:29 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:49 | yes | 20 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:05 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:51 | yes | 23 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:21 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:35 | yes | 24 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:32 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:13 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:35 | yes | 20 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:11 | yes | 25 | 124 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:13 | yes | 9 | 20 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:15 | yes | 3 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:56 | yes | 22 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:32 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:12 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:49 | yes | 29 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:57 | yes | 20 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:36 | yes | 22 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:58 | yes | 8 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:39 | yes | 19 | 40 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:27 | yes | 10 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:06 | yes | 24 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:53 | yes | 22 | 141 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:52 | yes | 14 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:45 | yes | 5 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:21 | yes | 15 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:37 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:39 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:46 | yes | 19 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:51 | yes | 18 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:43 | yes | 20 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:55 | yes | 12 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:44 | yes | 24 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:01 | yes | 6 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:18 | yes | 23 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:49 | yes | 25 | 54 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:07 | yes | 5 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:40 | yes | 3 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:29 | yes | 15 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:12 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:11 | yes | 22 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:25 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:17 | yes | 15 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:21 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:34 | yes | 22 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:25 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:54 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 10 | 16 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:27 | no | 0 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:23 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:53 | yes | 4 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:52 | yes | 14 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:51 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:47 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:47 | yes | 19 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:27 | yes | 22 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:16 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:39 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:54 | yes | 19 | 56 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:55 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:55 | yes | 25 | 82 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:48 | yes | 24 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:38 | yes | 21 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:09 | yes | 19 | 28 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:40 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:02 | yes | 25 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Arctic Wolf read as Arctic Wolf Managed Security Awareness
Cofense read as Cofense PhishMe
Cofense (PhishMe) read as Cofense PhishMe
ESET read as ESET Cybersecurity Awareness Training
Huntress read as Huntress Managed Security Awareness Training
Huntress 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 (ZenGuide) read as Proofpoint ZenGuide
SANS read as SANS Security Awareness
Unresolved, counted raw
Attack Simulation Training
BullPhish (via Kaseya)
Canvas
ClearPhish
CompTIA
CompliQuest
Ethena
Free Government Resources (CISA, NIST)
Hornetsecurity Security Awareness Service
Kinan SMB Edition
KnowBe4 Foundation
KnowBe4 SAT Foundation
Microsoft Teams Training Manager
Moodle
Phin
Phished.ai
Phishing Box
Phishing Tackle
TeachMeHIPAA
Wizer Training
Discontinued, still offered
No shut-down product was recommended here.