Invicti vs StackHawk
Five of fourteen models named Invicti first on the direct prompt; three named StackHawk. Invicti was named by fourteen of the fourteen models and StackHawk by thirteen and Invicti carries 43 labels and StackHawk 30, so the shares are not directly comparable.
Named in three categories this edition.
Named in three categories this edition.
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 dynamic application security testing page.
By framing
InvictiFirst choices, of fourteen modelsStackHawk
Across every category in the October 2026 Edition, Invicti and StackHawk were named in the same answer fifty-six times, of the 142 answers naming Invicti and the 147 naming StackHawk. In those answers StackHawk took the first choice four times and Invicti sixteen.
Every model, every framing
| 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 | | | |
Invicti StackHawk first choice named as an alternative argued againstblank: not namedEach cell is one answer, Invicti on the left and StackHawk on the right.The direct prompt
Invicti first, StackHawk an alternative
5 of 14 modelsStackHawk was named in the answer but not as the choice, or not at all.StackHawk first, Invicti an alternative
3 of 14 modelsInvicti was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.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
StackHawk12%#3 of 12Invicti5%#5 of 12Invicti20%#2 of 11StackHawk8%#4 of 11What the models said about Invicti
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Invicti has had GUI scan bugs observed at times and slows down while scanning large applications” Claude Haiku 4.5 · negative prompt · soft negative
“Quote-only (enterprise skew) | Exploit confirmation; scales well but pricier” Grok 4.1 Fast · paraphrase prompt · soft negative
“Invicti is considered the best DAST tool for most mid-market enterprises, with proof-based scanning that eliminates false-positive triage” Claude Haiku 4.5 · direct prompt · first choice
“Combines DAST with IAST, excels at identifying vulnerabilities in web apps and APIs, and is known for high accuracy and low false positives.” Mistral Small · comparative prompt · first choice
“commercial tools like Burp Suite Professional and Invicti catch more vulnerability types than open-source alternatives” MiniMax M2.5 · comparative prompt · first choice
What the models said about StackHawk
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“tools like StackHawk are built on ZAP, but they're not the cheapest option for a tight budget” GPT-5.4 mini · budget prompt · soft negative
“For most mid-market B2B companies, StackHawk offers the best balance of features, pricing, and developer experience.” GLM 4.7 FlashX · direct prompt · first choice
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.