Seven of fourteen models named Invicti first on the direct prompt; four named Acunetix. Both were named by all fourteen models and Invicti carries 51 labels and Acunetix 35, 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.
Across every category in the November 2026 Edition, Invicti and Acunetix were named in the same answer seventy times, of the 174 answers naming Invicti and the 104 naming Acunetix. In those answers Acunetix took the first choice six times and Invicti nineteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Six of seven in this category shown.
“it is advisable to avoid or proceed with extreme caution when using OWASP ZAP or Invicti in automated pipelines” Mistral Small · negative prompt · hard negative
“One 2026 benchmark showed 23% false positive rate — the highest among tested tools (though it had other strengths)” Kimi K2 · negative prompt · soft negative
“some configurations of Invicti (formerly Acunetix in older forms; ~23% false positive rate in one test)” Grok 4.20 · negative prompt · soft negative
“Invicti leads on "proof-based scanning" — it actively exploits vulnerabilities to prove they are real, dramatically reducing false positives.” Kimi K2 · comparative prompt · first choice
“Invicti (formerly Netsparker) — Strong on accuracy/proof-based scanning; good for enterprises moving to fewer false positives.” Grok 4.20 · scale prompt · first choice
“the tool most frequently cited as the "best all-around" choice for a mid-size B2B company is Invicti (formerly Netsparker)” MiniMax M2.5 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Acunetix notes its heuristic approach and AcuSensor reduces false positives, but still recommends” Muse Glimmer 30B · negative prompt · soft negative
“more enterprise-friendly, but usually much more expensive” GPT-5.4 mini · budget prompt · soft negative
“For most mid-sized B2B companies, Acunetix offers the best balance of cost, ease of use, and sufficient capabilities” Claude Haiku 4.5 · paraphrase prompt · first choice
“A pragmatic mid-sized B2B starting point is Acunetix for a balanced commercial DAST with low false positives” Muse Glimmer 30B · paraphrase prompt · first choice
“For dev teams wanting quick, reliable scans with low false positives: Choose Invicti or Acunetix.” Qwen 3.7 Flash · comparative 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.