Nine of fourteen models named Huntress Managed ITDR first on the direct prompt; zero named Okta Identity Threat Protection. Huntress Managed ITDR was named by fourteen of the fourteen models and Okta Identity Threat Protection by twelve and Huntress Managed ITDR carries 41 labels and Okta Identity Threat Protection 20, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 identity threat detection and response page.
Across every category in the October 2026 Edition, Huntress Managed ITDR and Okta Identity Threat Protection were named in the same answer sixteen times, of the 128 answers naming Huntress Managed ITDR and the 48 naming Okta Identity Threat Protection. In those answers Okta Identity Threat Protection took the first choice zero times and Huntress Managed ITDR seven.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Five of six in this category shown.
“Huntress: Occasional false positives from location/VPN data... Per-user pricing scales poorly (Huntress complaints)” Grok 4.1 Fast · negative prompt · soft negative
“Huntress Managed ITDR users report inadequate detection of failed login attempts, limiting proactive responses.” GLM 4.7 FlashX · negative prompt · soft negative
“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 · 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 · 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 · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“exceptional for SaaS and cloud environments, but they do not natively monitor or protect on-prem legacy authentication protocols” Gemini 3.5 Flash · negative prompt · soft negative
“Okta Identity Threat Protection is the top recommendation due to its maturity, ease of use, and strong ecosystem” Mistral Small · paraphrase prompt · first choice
“Integrated Ecosystem Giants: Microsoft (Entra ID Protection + Defender), Okta (Identity Security Platform), Ping Identity.” Qwen 3.7 Flash · scale prompt · alternative
“Want SaaS-native identity threat detection and access risk visibility → Reco / Okta Identity Threat Protection” Muse Glimmer 30B · paraphrase 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.