Breach and attack simulation · November 2026 Edition
AttackIQ vs Pentera
Zero of fourteen models named AttackIQ first on the direct prompt; zero named Pentera. Both were named by all fourteen models and AttackIQ carries 47 labels and Pentera 39, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
First-choice share4%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%33%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 13; printed, not drawn.
Labels4739A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AttackIQ reading right to left. Rank and label count are printed, not drawn.Picus Security Validation Platform was named alongside these two in thirteen of the fourteen direct answers. Cymulate vs AttackIQ · Cymulate vs Pentera · Picus Security Validation Platform vs AttackIQ
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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the breach and attack simulation page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AttackIQFirst choices, of fourteen modelsPentera
Direct002 against AttackIQ · 1 against Pentera
Paraphrase113 against Pentera
Comparative20
Budget-constrained101 against AttackIQ · 4 against Pentera
Scale-constrained01
Negative006 against AttackIQ · 5 against Pentera
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, AttackIQ and Pentera were named in the same answer ninety-six times, of the 155 answers naming AttackIQ and the 133 naming Pentera. In those answers Pentera took the first choice six times and AttackIQ ten.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where AttackIQ and Pentera stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | |||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | | | |
| Grok 4.20 | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | | ||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
AttackIQ Pentera first choice named as an alternative argued againstblank: not namedEach cell is one answer, AttackIQ on the left and Pentera on the right.The direct prompt
The plain question, one answer per model, grouped by where AttackIQ and Pentera stood in it.
Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Cymulate alternatives: Pentera, Picus Security Validation Platform, Validato
Gemini 3.5 FlashCymulate alternatives: Pentera, Picus Security Validation Platform
Perplexity SonarCymulate alternatives: AttackIQ, Horizon3.ai NodeZero, Picus Security Validation Platform
Grok 4.20Cymulate alternatives: Pentera, Picus Security Validation Platform
Mistral SmallCymulate, Picus Security Validation Platform alternatives: Pentera, Sakeon
DeepSeek V4 FlashCymulate alternatives: AttackIQ, Picus Security Validation Platform
Qwen 3.7 FlashPicus Security Validation Platform alternatives: AttackIQ, SafeBreach
Kimi K2Cymulate, Picus Security Validation Platform alternatives: AttackIQ, Pentera
GLM 4.7 FlashXCymulate alternatives: AttackIQ, Picus Security Validation Platform, SafeBreach
MiniMax M2.5Cymulate, Picus Security Validation Platform alternatives: Pentera
Muse Glimmer 30BCymulate alternatives: AttackIQ, Picus Security Validation Platform
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniCymulate alternatives: Picus Security Validation Platform
Llama 4 Maverickno first choice
GPT-6 LunaCymulate alternatives: AttackIQ Flex, Picus Security Validation Platform
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Mid-marketThe figures above
Level: the same share of first choices.
AttackIQ4%#6 of 13Pentera4%#7 of 13Enterprise
The order flips: AttackIQ leads at enterprise.
AttackIQ15%#3 of 8Pentera7%#5 of 8What the models said about AttackIQ
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Criticisms include potential unsuitability for very large enterprises in some older reviews, and calls for better AI integration or documentation.” Grok 4.20 · negative prompt · soft negative
“A few (like AttackIQ) have limited free/low-cost tiers, but they don't match the flexibility of open-source” Grok 4.20 · budget prompt · soft negative
“questioned suitability for some larger environments. Validate scalability, architecture, and performance” Perplexity Sonar · negative prompt · soft negative
“AttackIQ is strongly associated with the original BAS category and still emphasizes continuous security control validation” GPT-5.4 mini · comparative prompt · first choice
“Top Pick: AttackIQ (Flex Model) ... widely considered the best option for companies trying to balance cost with functionality” Qwen 3.7 Flash · budget prompt · first choice
“Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation” Muse Glimmer 30B · comparative prompt · first choice
What the models said about Pentera
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Received a 70% negative rate in small business recommendations, indicating significant user dissatisfaction” Mistral Small · negative prompt · hard negative
“Avoid committing immediately to platforms such as SafeBreach, Pentera, or Mandiant” Perplexity Sonar · budget prompt · hard negative
“What to avoid if budget is tiny - Pentera (~$75k+/year)” DeepSeek V4 Flash · budget prompt · hard negative
“I recommend Pentera as the top security control validation tool for a mid-sized B2B company.” Grok 4.20 · paraphrase prompt · first choice
“Pentera: Highly automated, focuses heavily on remediation workflows and risk scoring.” Qwen 3.7 Flash · scale prompt · first choice
“Pentera (formerly Pcysys) built its platform around automated, agentless validation of internal and external attack surfaces” Claude Haiku 4.5 · direct prompt · alternative
Also compared
Cymulate vs AttackIQCymulate vs PenteraPicus Security Validation Platform vs AttackIQPicus Security Validation Platform vs PenteraAttackIQ Flex vs AttackIQAttackIQ Flex vs PenteraMITRE Caldera vs AttackIQMITRE Caldera vs PenteraAtomic Red Team vs AttackIQAtomic Red Team vs PenteraAttackIQ vs Infection MonkeyPentera vs Infection MonkeyAll twenty-eight head-to-head pages and the full BAS standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.