Three of fourteen models named UnderDefense Agentic AI SOC first on the direct prompt; zero named Huntress Managed EDR. UnderDefense Agentic AI SOC was named by ten of the fourteen models and Huntress Managed EDR by nine and UnderDefense Agentic AI SOC carries 21 labels and Huntress Managed EDR 11, so the shares are not directly comparable.
Named in one category this edition.
Named in seven 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.
| 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. One of one in this category shown.
“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
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.