Breach and attack simulation · October 2026 Edition
AttackIQ Flex vs AttackIQ
Zero of fourteen models named AttackIQ Flex first on the direct prompt; zero named AttackIQ. AttackIQ Flex was named by eight of the fourteen models and AttackIQ by twelve and AttackIQ Flex carries 10 labels and AttackIQ 38, so the shares are not directly comparable.
Named in one category this edition.
Named in two categories this edition.
First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%24%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 9; printed, not drawn.
Labels1038A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, AttackIQ Flex reading right to left. Rank and label count are printed, not drawn.Cymulate was named alongside these two in thirteen of the fourteen direct answers. Cymulate vs AttackIQ Flex · Cymulate vs AttackIQ · 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.
AttackIQ FlexFirst choices, of fourteen modelsAttackIQ
Direct001 against AttackIQ
Paraphrase01
Comparative02
Budget-constrained401 against AttackIQ
Scale-constrained00
Negative002 against AttackIQ Flex · 7 against AttackIQ
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 AttackIQ Flex and AttackIQ 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 4.1 Fast | | | | | | |
| 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 Flex AttackIQ first choice named as an alternative argued againstblank: not namedEach cell is one answer, AttackIQ Flex on the left and AttackIQ on the right.The direct prompt
The plain question, one answer per model, grouped by where AttackIQ Flex and AttackIQ stood in it.
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Cymulate alternatives: AttackIQ, Pentera
Grok 4.1 FastCymulate alternatives: AttackIQ, NodeZero, Picus Security Validation Platform
DeepSeek V4 FlashCymulate alternatives: AttackIQ, Picus Security Validation Platform
GLM 4.7 FlashXNodeZero, Picus Security Validation Platform alternatives: AttackIQ, Cymulate, Pentera, SafeBreach
MiniMax M2.5Cymulate, NodeZero alternatives: AttackIQ
GPT-6 LunaCymulate alternatives: AttackIQ Flex, Picus Security Validation Platform
Neither was named
8 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniCymulate alternatives: Pentera, Picus Security Validation Platform
Gemini 3.5 FlashPicus Security Validation Platform alternatives: Cymulate, Horizon3.ai NodeZero
Perplexity SonarPicus Security Validation Platform alternatives: Cymulate, NodeZero
Mistral SmallCymulate alternatives: Weseth
Llama 4 MaverickValidato alternatives: Weseth
Qwen 3.7 FlashNodeZero alternatives: Cymulate, Picus Security Validation Platform
Kimi K2NodeZero alternatives: Cymulate, Picus Security Validation Platform
Muse Glimmer 30BCymulate alternatives: NodeZero, 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
AttackIQ Flex leads by seven points.
AttackIQ Flex10%#3 of 12AttackIQ3%#9 of 12Mid-marketThe figures above
AttackIQ Flex leads by five points.
AttackIQ Flex7%#5 of 9AttackIQ2%#6 of 9Enterprise
The order flips: AttackIQ leads at enterprise.
AttackIQ20%#3 of 7AttackIQ Flex2%#– of 7What the models said about AttackIQ Flex
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“If you need Remediation, be cautious about platforms like AttackIQ Flex or basic entry-level tiers if they don't push findings directly into your remediation backlog.” Qwen 3.7 Flash · negative prompt · soft negative
“AttackIQ Flex—if you need cross-platform endpoint coverage. AttackIQ’s current product page says Flex currently supports Windows.” GPT-6 Luna · negative prompt · soft negative
“Top Pick: AttackIQ Flex ... arguably the best option for companies with limited budgets” DeepSeek V4 Flash · budget prompt · first choice
“If your budget is limited, AttackIQ Flex is the strongest "start small" option I found” GPT-5.4 mini · budget prompt · first choice
“AttackIQ Flex offers the best value with its free tier and pay-as-you-go options” Kimi K2 · budget prompt · first choice
What 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.
“Avoid: AttackIQ and SafeBreach tend to be priced higher and are better suited for larger enterprises” Kimi K2 · direct prompt · hard negative
“some reviewers noted it might not be suitable for larger companies due to potential scalability issues or management complexity” Mistral Small · negative prompt · soft negative
“Widely respected for its alignment with the MITRE ATT&CK framework, but criticized for having a steeper learning curve.” Gemini 3.5 Flash · negative prompt · soft negative
“I'd usually recommend AttackIQ as the best all-around security control validation / breach-and-attack simulation tool.” GPT-5.4 mini · paraphrase prompt · first choice
“1. AttackIQ - Focus: Continuous security validation and threat-informed defense.” Mistral Small · comparative prompt · first choice
“start with AttackIQ for adversary emulation” GPT-6 Luna · comparative prompt · first choice
Also compared
Cymulate vs AttackIQ FlexCymulate vs AttackIQPicus Security Validation Platform vs AttackIQ FlexPicus Security Validation Platform vs AttackIQNodeZero vs AttackIQ FlexNodeZero vs AttackIQPentera vs AttackIQ FlexPentera vs AttackIQAttackIQ Flex vs Horizon3.ai NodeZeroAttackIQ vs Horizon3.ai NodeZeroAll twenty-one 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.