Breach and attack simulation · November 2026 Edition
Picus Security Validation Platform vs MITRE Caldera
Four of fourteen models named Picus Security Validation Platform first on the direct prompt; zero named MITRE Caldera. Picus Security Validation Platform was named by fourteen of the fourteen models and MITRE Caldera by nine and Picus Security Validation Platform carries 63 labels and MITRE Caldera 11, so the shares are not directly comparable.
Named in one category this edition.
MITRE Caldera
accepted challengerNamed in one category this edition.
First-choice share13%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 13; printed, not drawn.
Labels6311A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Picus Security Validation Platform reading right to left. Rank and label count are printed, not drawn.Cymulate was named alongside these two in twelve of the fourteen direct answers. Cymulate vs Picus Security Validation Platform · Cymulate vs MITRE Caldera · Picus Security Validation Platform vs AttackIQ Flex
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.
Picus Security Validation PlatformFirst choices, of fourteen modelsMITRE CalderaDirect40
Paraphrase20
Comparative50
Budget-constrained056 against Picus Security Validation Platform
Scale-constrained101 against MITRE Caldera
Negative006 against Picus Security Validation Platform
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 Picus Security Validation Platform 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 |
Picus Security Validation PlatformMC MITRE Caldera first choice named as an alternative argued againstblank: not namedEach cell is one answer, Picus Security Validation Platform on the left and MITRE Caldera on the right.The direct prompt
The plain question, one answer per model, grouped by where Picus Security Validation Platform and MITRE Caldera stood in it.
Picus Security Validation Platform first, MITRE Caldera not the choice
4 of 14 modelsMITRE Caldera was named in the answer but not as the choice, or not at all.Mistral SmallCymulate, Picus Security Validation Platform alternatives: Pentera, Sakeon
Qwen 3.7 FlashPicus Security Validation Platform alternatives: AttackIQ, SafeBreach
Kimi K2Cymulate, Picus Security Validation Platform alternatives: AttackIQ, Pentera
MiniMax M2.5Cymulate, Picus Security Validation Platform alternatives: Pentera
Neither was the first choice, one was named
9 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
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
DeepSeek V4 FlashCymulate alternatives: AttackIQ, Picus Security Validation Platform
GLM 4.7 FlashXCymulate alternatives: AttackIQ, Picus Security Validation Platform, SafeBreach
GPT-6 LunaCymulate alternatives: AttackIQ Flex, Picus Security Validation Platform
Muse Glimmer 30BCymulate alternatives: AttackIQ, Picus Security Validation Platform
Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 Maverickno first choice
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
Level: the same share of first choices.
Picus Security Validation Platform4%#5 of 11MITRE Caldera4%#– of 11
The full small business standing →Mid-marketThe figures above
Picus Security Validation Platform leads by four points.
Picus Security Validation Platform13%#2 of 13MITRE Caldera9%#4 of 13
The full mid-market standing →Enterprise
Picus Security Validation Platform leads by twenty-five points.
Picus Security Validation Platform25%#2 of 8MITRE Caldera0%#– of 8
The full enterprise standing →What the models said about Picus Security Validation Platform
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“such as SafeBreach, Picus Security, and enterprise AttackIQ) typically cost anywhere from $20,000 to over $100,000 annually” Gemini 3.5 Flash · budget prompt · soft negative
“starts around $30,000/year — manageable if you get a smaller asset count, but still not "limited budget" territory” DeepSeek V4 Flash · budget prompt · soft 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
“Picus Security — Strong on comprehensive attack simulation across vectors, excellent reporting, and mitigation guidance. Often praised for usability and ROI focus.” Grok 4.20 · scale prompt · first choice
“Picus stands out for providing ready-to-implement vendor-specific prevention signatures and actionable remediation.” Kimi K2 · comparative prompt · first choice
“For a mid-sized B2B company, Picus Security is the strongest recommendation for security control validation.” DeepSeek V4 Flash · paraphrase 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 MITRE CalderaPicus Security Validation Platform vs AttackIQ FlexPicus Security Validation Platform vs Atomic Red TeamPicus Security Validation Platform vs AttackIQPicus Security Validation Platform vs PenteraPicus Security Validation Platform vs Infection MonkeyAttackIQ 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.