Identity threat detection and response for small business buyers
Asked as “ITDR solution”, and as “identity threat detection tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
84%
Huntress Managed ITDRClear leader
84Huntress Managed ITDR08Microsoft Defender for Identity04Microsoft Entra ID04others
84% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
One product takes 84% of first choices here, so the chart would put six markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Three products carry a negative rate above 25% in this category.
What they warned about
Ten of twelve models held their first choice under the paraphrase. Claude Haiku 4.5 and Qwen 3.7 Flash changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Silverfort ITDR57%
13 of 23 labels negative · 8 of 12 models · 3 hard negative
“avoid the enterprise platforms (Silverfort, CrowdStrike, SentinelOne) that negotiate pricing, require dedicated security staff” DeepSeek V4 Flash, negative prompt
CrowdStrike Falcon Identity Protection57%
12 of 21 labels negative · 8 of 12 models · 1 hard negative
“Quote-based pricing, complex query language, steep learning curve” GLM 4.7 FlashX, negative prompt
CrowdStrike82%
9 of 11 labels negative · 7 of 12 models · 3 hard negative
“massive platforms (often from companies like IBM, Palo Alto Networks, or CrowdStrike) ... traps for smaller organizations” Qwen 3.7 Flash, negative prompt
SentinelOne Singularity Identity57%
4 of 7 labels negative · 4 of 12 models · 1 hard negative
“Enterprise-focused, high cost” GLM 4.7 FlashX, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 967 links across 143 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Huntress60 answers · 139 citations · 13 models
49 answers · 58 citations · 12 models
43 answers · 43 citations · 11 models
vendor site · G239 answers · 51 citations · 12 models
vendor site · Cynet33 answers · 33 citations · 11 models
vendor site · CyberPress32 answers · 33 citations · 11 models
vendor site · Breachsense30 answers · 30 citations · 12 models
30 answers · 30 citations · 11 models
vendor site · Microsoft25 answers · 44 citations · 10 models
vendor site · FitGap23 answers · 25 citations · 9 models
vendor site · Guardz18 answers · 29 citations · 7 models
vendor site · Microsoft15 answers · 18 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
51 answers · 12 models
43 answers · 12 models
43 answers · 11 models
36 answers · 11 models
33 answers · 11 models
32 answers · 11 models
30 answers · 12 models
30 answers · 11 models
22 answers · 9 models
19 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best itdr solution”, “itdr solution”, “itdr solutions”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Huntress huntress.com Huntress Managed ITDR 84% | 84% | 126 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | 2 |
| Microsoft parent site Microsoft Defender for Identity 8%, Microsoft Entra ID 4%, Microsoft Defender for Identity / Entra ID Protection 2%, Microsoft Defender Suite for Business Premium 2% and 2 more | 16% | 480 | 2,240,000 | 403,136 | ||||
| Push Security pushsecurity.com | 0% | 37 | 1,000 | 83 | 5,368 | $51 | 4 | |
| Sophos parent site Sophos ITDR 0% | 0% | 36 | 18,100 | 2,046 | ||||
| Guardz guardz.com Guardz 0%, Guardz ITDR 0% | 0% | 59 | 1,900 | 27 | 5,351 | $744 | 12 | 5 |
| Cynet cynet.com | 0% | 65 | 2,400 | 147 | 13,782 | 43 | ||
| Okta okta.com Okta Identity Threat Protection 0% | 0% | 45 | 368,000 | 8,418 | 1,959,740 company | 118 | ||
| Cisco parent site Cisco Duo 0% | 0% | 198 | 165,000 | 48,352 | ||||
| Grip Security ITDR 2.0 grip.security | 0% | 6 | 5,249 | 17 | ||||
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 0% | 0% | 569 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 | 2 |
Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (guardz.com, huntress.com, microsoft.com). The first result for “best itdr solution” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ITDR solution for a small B2B company?”Paraphrase“Which identity threat detection tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top ITDR solutions for a small team and how do they differ?”Budget-constrained“What is the best ITDR solution for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an ITDR solution. What should we look at?”Negative“Which ITDR solutions should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceMicrosoft Defender for IdentityChangedHuntress Managed ITDRHuntress Managed ITDRHuntress Managed ITDRagainst: CrowdStrike, Microsoft Defender for Identity
One alternative
Okta Identity Threat DetectionThree alternatives
Blackpoint Cyber, Entra ID Protection, Microsoft Defender for IdentityTwo alternatives
Microsoft Defender for Identity, Push SecurityGPT-5.4 miniHuntress Managed ITDRHuntress Managed ITDRHeldMicrosoft Defender for Identity / Entra ID Protectionagainst: Semperis Directory Services ProtectorMicrosoft Defender for Identity / Entra ID Protectionagainst: CrowdStrike Falcon Identity Protectionno first choicenothing named
Two alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for IdentityOne alternative
Microsoft Defender for IdentityTwo alternatives
CrowdStrike Falcon Identity Protection, Okta Identity Threat ProtectionOne alternative
Huntress Managed ITDRGemini 3.5 FlashHuntress Managed ITDRHuntress Managed ITDRHeldHuntress Managed ITDRHuntress Managed ITDRagainst: CrowdStrike, Semperis DSP, Silverfort ITDRHuntress Managed ITDR, Microsoft Defender Suite for Business Premiumagainst: CrowdStrike Falcon Identity Protection, Microsoft 365 E5, Microsoft Entra ID, Quest Active Directory TDR, Semperis Directory Services Protector, SentinelOne Singularity Ranger AD, Silverfort ITDR, Tenable.ad
Two alternatives
Guardz ITDR, Microsoft Entra ID ProtectionTwo alternatives
Guardz, Microsoft Defender for Identity / Entra ID ProtectionFour alternatives
Cynet, Guardz ITDR, Microsoft Defender for Identity / Entra ID Protection, Silverfort ITDRFour alternatives
Cisco Duo, Guardz, Microsoft 365, Purple KnightOne alternative
GuardzPerplexity SonarHuntress Managed ITDRagainst: CrowdStrike, Semperis Directory Services Protector, VaronisHuntress Managed ITDRHeldHuntress Managed ITDRagainst: CrowdStrike, Cynet, SentinelOne Singularity IdentityHuntress Managed ITDRno first choicenothing named
One alternative
Microsoft Defender for Identity / Entra ID ProtectionTwo alternatives
Microsoft Entra ID Protection, Semperis Directory Services ProtectorTwo alternatives
Guardz, Push SecurityOne alternative
Microsoft Entra ID ProtectionGrok 4.1 FastHuntress Managed ITDRagainst: CrowdStrike Falcon Identity ProtectionHuntress Managed ITDRHeldHuntress Managed ITDRagainst: CrowdStrike Falcon Identity ProtectionHuntress Managed ITDRagainst: CrowdStrike Falcon Identity ProtectionHuntress Managed ITDRagainst: Arctic Wolf, CrowdStrike Falcon Identity Protection, SentinelOne Singularity Identity, Silverfort ITDR
Two alternatives
Microsoft Defender for Identity, Sophos ITDROne alternative
JumpCloudThree alternatives
Microsoft Defender for Identity, SentinelOne Singularity Identity, Silverfort ITDRTwo alternatives
Microsoft Entra ID Protection, Netwrix PingCastleFour alternatives
CrowdStrike Falcon Identity Protection, Cynet, Grip Security, Vectra AIMistral SmallHuntress Managed ITDRHuntress Managed ITDRHeldHuntress Managed ITDR, Verosintagainst: Vectra AI ITDRHuntress Managed ITDRMicrosoft Defender for Identitynothing named
Two alternatives
Grip Security ITDR 2.0, Vectra AI PlatformTwo alternatives
Protexxa Defender, Push SecurityTwo alternatives
Delinea, Microsoft Entra ID ProtectionOne alternative
Okta Identity Threat ProtectionDeepSeek V4 FlashHuntress Managed ITDRagainst: Blackpoint Cyber, CrowdStrike Falcon Identity Protection, Sophos MDRHuntress Managed ITDRHeldHuntress Managed ITDRHuntress Managed ITDRHuntress Managed ITDRagainst: Microsoft Defender for Identityagainst: CrowdStrike, Palo Alto Networks Cortex XSIAM, SentinelOne, Silverfort ITDR
One alternative
Microsoft Defender for IdentityTwo alternatives
Microsoft Defender for Identity / Entra ID Protection, Sophos ITDRSix alternatives
CrowdStrike Falcon Identity Protection, Cynet, Microsoft Defender for Identity, Push Security, Semperis Directory Services Protector, Silverfort ITDRThree alternatives
Cynet, Microsoft 365, Microsoft Entra IDTwo alternatives
Push Security, Sophos ITDRLlama 4 MaverickHuntress Managed ITDRHuntress Managed ITDRHeldno first choiceHuntress Managed ITDRno first choiceagainst: CrowdStrike, Silverfort ITDR
Two alternatives
Push Security, Semperis Directory Services ProtectorThree alternatives
Microsoft Defender for Identity, Silverfort ITDR, Sophos ITDRQwen 3.7 FlashMicrosoft Entra IDHuntress Managed ITDRChangedagainst: CrowdStrike Falcon Identity ProtectionHuntress Managed ITDRHuntress Managed ITDRno first choiceagainst: CrowdStrike, IBM, Palo Alto Networks Cortex XSIAM
Three alternatives
CyberArk One, Huntress Managed ITDR, Layer0 SecurityTwo alternatives
Microsoft Defender for Identity, Push SecurityTwo alternatives
Cynet, Microsoft Defender for CloudTwo alternatives
Azure AD Identity Protection, Microsoft Defender for Cloud AppsKimi K2Huntress Managed ITDRagainst: CrowdStrike Falcon Identity Protection, Silverfort ITDRHuntress Managed ITDRHeldHuntress Managed ITDRagainst: Silverfort ITDRHuntress Managed ITDRagainst: CrowdStrike, SentinelOne ITDR, Silverfort ITDRHuntress Managed ITDR, Microsoft Defender for Identityagainst: CrowdStrike, Silverfort ITDRagainst: CrowdStrike Falcon Identity Protection, Delinea, SentinelOne Singularity Identity, Silverfort ITDR
One alternative
Microsoft Defender for IdentityFive alternatives
Authologic, Fraud.net, Microsoft Defender for Identity, Push Security, Sophos ITDRThree alternatives
Microsoft Defender for Identity, Okta Identity Threat Protection, Push SecurityThree alternatives
Guardz, Microsoft Defender for Identity, Sophos ITDROne alternative
GuardzGLM 4.7 FlashXHuntress Managed ITDRHuntress Managed ITDRHeldHuntress Managed ITDRHuntress Managed ITDRno first choiceagainst: CrowdStrike Falcon Identity Protection, SentinelOne Singularity Identity, Silverfort ITDR
One alternative
Microsoft Defender for IdentityThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Sophos Fusion ITDRThree alternatives
Microsoft Defender for Identity, Silverfort ITDR, Sophos ITDRTwo alternatives
Microsoft Entra ID, Microsoft Entra Identity Protection P1MiniMax M2.5Huntress Managed ITDRHuntress Managed ITDRHeldHuntress Managed ITDRagainst: Silverfort ITDRMicrosoft Entra IDno first choicenothing named
Two alternatives
Bitdefender GravityZone, Microsoft ITDRThree alternatives
Microsoft Defender for Identity, Push Security, Silverfort ITDRTwo alternatives
Microsoft Defender for Identity, Push SecurityOne alternative
Huntress Managed ITDRBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:31 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:56 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:15 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:46 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:21 | yes | 17 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:53 | yes | 9 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 23 | 90 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 6 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 24 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:38 | yes | 24 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:31 | yes | 8 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:05 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:00 | yes | 3 | 8 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:47 | yes | 11 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 22 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:30 | yes | 24 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:09 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:42 | yes | 21 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:23 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | yes | 9 | 41 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:09 | yes | 14 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:32 | yes | 17 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:35 | yes | 5 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:06 | yes | 11 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:51 | yes | 3 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:38 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:05 | yes | 17 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 18 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 10 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:56 | yes | 19 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:46 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:50 | yes | 9 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:57 | yes | 22 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:53 | yes | 20 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:14 | yes | 9 | 20 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:09 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 11 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:11 | yes | 19 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:25 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:29 | yes | 22 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:48 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:21 | yes | 5 | 18 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 10 | 13 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 24 | 59 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:43 | yes | 11 | 23 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:18 | yes | 18 | 10 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:29 | yes | 3 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:32 | yes | 19 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:44 | yes | 16 | 3 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:56 | yes | 14 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:08 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:22 | yes | 21 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:34 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:03 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:33 | yes | 13 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:24 | yes | 12 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:52 | yes | 5 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:58 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:17 | yes | 5 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:58 | yes | 14 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:20 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 13 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:18 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 17 | 52 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:27 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:52 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:26 | yes | 22 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:55 | yes | 16 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:30 | yes | 20 | 32 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
CrowdStrike Falcon Identity read as CrowdStrike Falcon Identity Protection
CrowdStrike Identity Protection read as CrowdStrike Falcon Identity Protection
Huntress read as Huntress Managed ITDR
Okta read as Okta Identity Threat Protection
Okta Identity Threat Protection with Okta AI read as Okta Identity Threat Protection
Palo Alto read as Palo Alto Networks Cortex XSIAM
Palo Alto Networks read as Palo Alto Networks Cortex XSIAM
Semperis read as Semperis Directory Services Protector
Silverfort read as Silverfort ITDR
Sophos read as Sophos ITDR
Unresolved, counted raw
Authologic
Azure AD Identity Protection (Standard Tier)
Cayosoft Guardian Protector (Free/Community)
CrowdStrike Falcon Identity Threat Detection
CrowdStrike Identity Defense
CyberArk One
Defender Suite
Entra ID P2
Fraud.net
Heimdal ITDR
Layer0 Security
Microsoft Entra Identity Protection P1
Microsoft ITDR
Microsoft identity-protection
Okta Identity Threat Detection
Protexxa Defender
Quest Active Directory TDR
Semperis DSP
SentinelOne ITDR
SentinelOne Identity Threat Protection
SentinelOne Singularity Ranger AD
Sophos Fusion ITDR
Tenable.ad
Varonis Platform
Vectra AI Platform (ITDR Starter)
Discontinued, still offered
No shut-down product was recommended here.