One of fourteen models named Huntress Managed EDR first on the direct prompt; zero named Rapid7 MDR. Huntress Managed EDR was named by thirteen of the fourteen models and Rapid7 MDR by twelve and Huntress Managed EDR carries 39 labels and Rapid7 MDR 21, so the shares are not directly comparable.
Named in seven categories this edition.
Named in two 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 managed detection and response 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. Four of four in this category shown.
“Huntress is affordable and easy to deploy, but has limited detection depth and manual investigations that increase exposure.” Claude Haiku 4.5 · negative prompt · soft negative
“Excellent value for smaller mid-market or MSP-partnered setups, but may feel light for more complex B2B environments.” Grok 4.20 · paraphrase prompt · soft negative
“Simpler, more affordable endpoint and Microsoft 365-focused MDR, though less comprehensive for complex environments.” Perplexity Sonar · direct prompt · soft negative
“Huntress is widely regarded as the best MDR (Managed Detection and Response) service for companies with a limited budget” Grok 4.20 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Avoid providers like Rapid7, ReliaQuest, or eSentire initially” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Rapid7 MDR stands out as a particularly strong choice for mid-sized organizations.” Claude Haiku 4.5 · paraphrase prompt · first choice
“Better alternatives that provide platform access: Rapid7, Expel” Kimi K2 · negative prompt · first choice
“Strong option for organizations seeking vulnerability management, SIEM capabilities, and MDR bundled together.” Gemini 3.5 Flash · comparative prompt · alternative
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.