Five of fourteen models named Invicti first on the direct prompt; zero named Aikido Security. Invicti was named by fourteen of the fourteen models and Aikido Security by seven and Invicti carries 43 labels and Aikido Security 11, so the shares are not directly comparable.
Named in three categories this edition.
Named in eleven 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.
| 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 |
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.
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
No label in this category carried a quote.
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.