Breach and attack simulation · November 2026 Edition
Cymulate vs MITRE Caldera
Twelve of fourteen models named Cymulate first on the direct prompt; zero named MITRE Caldera. Cymulate was named by fourteen of the fourteen models and MITRE Caldera by nine and Cymulate carries 62 labels and MITRE Caldera 11, so the shares are not directly comparable.
Named in three categories this edition.
MITRE Caldera
accepted challengerNamed in one category this edition.
First-choice share35%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 13; printed, not drawn.
Labels6211A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cymulate 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 Picus Security Validation Platform · Cymulate vs AttackIQ Flex · Cymulate vs Atomic Red Team
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.
CymulateFirst choices, of fourteen modelsMITRE CalderaDirect120
Paraphrase40
Comparative80
Budget-constrained056 against Cymulate
Scale-constrained301 against MITRE Caldera
Negative009 against Cymulate
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.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Cymulate and MITRE Caldera stood in it.
| Model | DirectMC | ParaphraseMC | ComparativeMC | Budget-constrainedMC | Scale-constrainedMC | NegativeMC |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | MC | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | MC | | |
| Perplexity Sonar | | | MC | | ||
| Grok 4.20 | | | | MC | MC | |
| Mistral Small | | | | | ||
| DeepSeek V4 Flash | | | | MC | | |
| Llama 4 Maverick | | | ||||
| Qwen 3.7 Flash | | | | |||
| Kimi K2 | | | | MC | | |
| GLM 4.7 FlashX | | | MC | | ||
| MiniMax M2.5 | | | MC | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | MC |
CymulateMC MITRE Caldera first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cymulate on the left and MITRE Caldera on the right.The direct prompt
The plain question, one answer per model, grouped by where Cymulate and MITRE Caldera stood in it.
Cymulate first, MITRE Caldera not the choice
12 of 14 modelsMITRE Caldera was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Cymulate alternatives: Pentera, Picus Security Validation Platform, Validato
GPT-5.4 miniCymulate alternatives: Picus Security Validation Platform
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
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
GPT-6 LunaCymulate alternatives: AttackIQ Flex, Picus Security Validation Platform
Muse Glimmer 30BCymulate alternatives: AttackIQ, Picus Security Validation Platform
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
Qwen 3.7 FlashPicus Security Validation Platform alternatives: AttackIQ, SafeBreach
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
Cymulate leads by twelve points.
Cymulate16%#3 of 11MITRE Caldera4%#– of 11
The full small business standing →Mid-marketThe figures above
Cymulate leads by twenty-five points.
Cymulate35%#1 of 13MITRE Caldera9%#4 of 13
The full mid-market standing →Enterprise
Cymulate leads by twenty-seven points.
Cymulate27%#1 of 8MITRE Caldera0%#– of 8
The full enterprise standing →What the models said about Cymulate
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to avoid if budget is tiny - Cymulate (~$7,000/month = ~$84k/year)” DeepSeek V4 Flash · budget prompt · hard negative
“Other options to consider are Cymulate, Picus Security, SafeBreach, and Pentera, but they may have higher pricing.” Llama 4 Maverick · budget prompt · soft negative
“they tend to be more expensive and better suited for larger organizations with more robust budgets” Mistral Small · budget prompt · soft negative
“Cymulate and Picus Security are the top recommendations due to their strong market presence, ease of deployment, and comprehensive feature sets” Mistral Small · direct prompt · first choice
“Choose Cymulate/Picus/SafeBreach/AttackIQ when the priority is continuous, repeatable control validation mapped to MITRE ATT&CK” Muse Glimmer 30B · comparative prompt · first choice
“Cymulate is recommended for mid-market and enterprise teams that need a consolidated exposure score alongside simulation.” Claude Haiku 4.5 · direct prompt · first choice
What the models said about MITRE Caldera
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Open-source alternatives (e.g., MITRE Caldera, Atomic Red Team) can supplement but usually lack the enterprise polish” Grok 4.20 · scale prompt · soft negative
“free and open-source BAS tools like MITRE Caldera and Prelude Operator offer powerful capabilities for simulating adversary behaviors without any licensing fees” Claude Haiku 4.5 · budget prompt · first choice
“MITRE Caldera (or a combination with Atomic Red Team) is the best breach and attack simulation (BAS) option for a company with a limited budget.” Grok 4.20 · budget prompt · first choice
“Start free: Deploy Atomic Red Team or MITRE Caldera to establish baseline testing” MiniMax M2.5 · budget prompt · first choice
Also compared
Cymulate vs Picus Security Validation PlatformCymulate vs AttackIQ FlexCymulate vs Atomic Red TeamCymulate vs AttackIQCymulate vs PenteraCymulate vs Infection MonkeyPicus Security Validation Platform vs MITRE CalderaAttackIQ Flex vs MITRE CalderaMITRE Caldera vs Atomic Red TeamMITRE Caldera vs AttackIQMITRE Caldera vs PenteraMITRE Caldera 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.