| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Identity threat detection and response | Identity and access | 51% | 1 of 105 | 5% | 41 | endorsed leader |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 2 | 0 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 3 | 1 | 0 | 0 | 4 |
| Perplexity Sonar | 3 | 1 | 0 | 0 | 4 |
| Grok 4.1 Fast | 3 | 1 | 1 | 1 | 6 |
| Mistral Small | 1 | 0 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 3 | 0 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 2 | 0 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 1 | 3 |
| MiniMax M2.5 | 2 | 0 | 0 | 0 | 2 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 3 | 2 | 0 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“Start with Huntress if you want plug-and-play managed protection without a big stack overhaul—it's repeatedly called out as the value leader for mid-market” Grok 4.1 Fast · ITDR · direct prompt · first choice
“Huntress is often the best overall fit when the company is mid-market but not heavily staffed in security operations” GPT-5.4 mini · ITDR · direct prompt · first choice
“Top Recommendation: Huntress Managed ITDR ... Huntress is built specifically for the mid-market and MSP-backed environments.” Gemini 3.5 Flash · ITDR · paraphrase prompt · first choice
“the practical winner is Huntress — its transparent pricing, 24/7 managed SOC, and identity-focused detection” DeepSeek V4 Flash · ITDR · direct 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.
“Huntress: Occasional false positives from location/VPN data... Per-user pricing scales poorly (Huntress complaints)” Grok 4.1 Fast · ITDR · negative prompt · soft negative
“Huntress Managed ITDR users report inadequate detection of failed login attempts, limiting proactive responses.” GLM 4.7 FlashX · ITDR · negative prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 126 of the 128 answers that named Huntress Managed ITDR and are not a share of its labels.
514 of the 621 domain citations in answers naming Huntress Managed ITDR came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What Huntress Managed ITDR's own pages state, read October 5, 2026: huntress.com/demo-itdr, huntress.com/itdr-guide, huntress.com/itdr-free-trial, huntress.com/itdr-free-trial-education, huntress.com/pricing/itdr. A claimed page can correct any of 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 Huntress Managed ITDR'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 Huntress Managed ITDR, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Huntress Managed ITDR by email, built from the raw record of the edition. It shows:
AI models recommend Huntress Managed ITDR first in Identity threat detection and response this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.