| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Managed detection and response | Security operations | 39% | 1 of 45 | 14% | 43 | endorsed leader |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 0 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 1 | 2 | 1 | 0 | 4 |
| Perplexity Sonar | 1 | 0 | 1 | 1 | 3 |
| Grok 4.1 Fast | 3 | 1 | 0 | 1 | 5 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 2 | 0 | 2 | 1 | 5 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 2 | 2 | 0 | 1 | 5 |
| GLM 4.7 FlashX | 2 | 1 | 0 | 1 | 4 |
| MiniMax M2.5 | 2 | 2 | 0 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“For 500 employees, mid-market specialists like Arctic Wolf, Huntress, or Sophos often fit better than pure enterprise plays.” Grok 4.1 Fast · MDR · scale prompt · first choice
“Ideal for regulated mid-market companies that want high-touch support... Both providers are frequently cited as top choices” Mistral Small · MDR · direct prompt · first choice
“Start by evaluating Arctic Wolf (great scale and named-team support) or Expel (if you're cloud-first)” DeepSeek V4 Flash · MDR · direct prompt · first choice
“Arctic Wolf is widely considered the leading MDR provider specifically for mid-market businesses” Qwen 3.7 Flash · MDR · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid enterprise-tier providers (Arctic Wolf, CrowdStrike Falcon Complete, Expel, Red Canary) on a tight budget” DeepSeek V4 Flash · MDR · budget prompt · hard negative
“Below minimum (too expensive)... high minimums ($40K+/year) that put them out of reach” Kimi K2 · MDR · budget prompt · hard negative
“premium providers like Arctic Wolf or CyberGhost ... Premium vendors (starting at ~$40k+/year)” Qwen 3.7 Flash · MDR · budget prompt · soft negative
“dramatically lower than competitors like Arctic Wolf (starting ~$44K/year)” Grok 4.1 Fast · MDR · budget prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 102 of the 115 answers that named Arctic Wolf Managed Detection and Response and are not a share of its labels.
427 of the 427 domain citations in answers naming Arctic Wolf Managed Detection and Response came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Arctic Wolf Managed Detection and Response's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Arctic Wolf Managed Detection and Response, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at arcticwolf.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.