Eleven of fourteen models named Aikido Security first on the direct prompt; zero named DefectDojo. Both were named by all fourteen models and Aikido Security carries 36 labels and DefectDojo 26, so the shares are not directly comparable.
Named in ten 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 application security posture management 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 4.20 | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“DefectDojo may be a reasonable findings-management and aggregation choice, but OWASP notes it does not provide native reachability analysis. Be cautious if you expect that capability out of the box” GPT-6 Luna · negative prompt · soft negative
“Primarily an open-source aggregation and vulnerability-workflow hub rather than a full native ASPM platform.” Perplexity Sonar · comparative prompt · soft negative
“though it requires internal resources to maintain and configure” Gemini 3.5 Flash · comparative prompt · soft negative
“If your budget for software licenses is $0, OWASP DefectDojo is the industry standard for open-source ASPM” Gemini 3.5 Flash · budget prompt · first choice
“If budget = $0 and you have engineering capacity: DefectDojo or Faraday for self-hosted aggregation.” Muse Glimmer 30B · budget prompt · first choice
“Start with OWASP DefectDojo if you want the lowest-cost way to aggregate findings” GPT-5.4 mini · budget 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.