Three of fourteen models named UnderDefense Agentic AI SOC first on the direct prompt; one named Prophet Security. UnderDefense Agentic AI SOC was named by ten of the fourteen models and Prophet Security by twelve and UnderDefense Agentic AI SOC carries 21 labels and Prophet Security 23, so the shares are not directly comparable.
Named in one category 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 AI SOC agents page.
Across every category in the November 2026 Edition, UnderDefense Agentic AI SOC and Prophet Security were named in the same answer twenty-one times, of the 70 answers naming UnderDefense Agentic AI SOC and the 69 naming Prophet Security. In those answers Prophet Security took the first choice one time and UnderDefense Agentic AI SOC eight.
| 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. Three of four in this category shown.
“Best Overall Value (Managed & Predictable Pricing) UnderDefense Agentic AI SOC ... frequently cited as the top choice for SMBs” Qwen 3.7 Flash · budget prompt · first choice
“the most cost-predictable commercial agentic option in the current evaluations is UnderDefense Agentic AI SOC or Huntress” Muse Glimmer 30B · budget prompt · first choice
“The best AI SOC agent for a company with a limited budget is UnderDefense Agentic AI SOC.” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Dropzone AI (for quickest ROI) or Prophet Security (for high transparency and optional 24/7 human coverage) are currently top candidates” Gemini 3.5 Flash · direct prompt · first choice
“Start with Prophet Security or Dropzone AI for a 30-90 day pilot on your noisiest alert sources.” Kimi K2 · paraphrase prompt · first choice
“I recommend Prophet Security as the top choice for an AI SOC analyst focused on alert triage.” Grok 4.20 · paraphrase 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.