Identity threat detection and response
Asked as “ITDR solution”, and as “identity threat detection tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
42%
Clear leader
42Huntress Managed ITDR26Microsoft Defender for Identity10CrowdStrike Falcon Identity Protection22others
42% of first choices, clear leader.
Since October 2026▼−13Since October 2026: 55% → 42%, −13 points. Past the 11-point floor: movement.Huntress Managed ITDR held the lead, −13 points on 55%, past the floor.
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.
Small business
Huntress Managed ITDR77%Clear leader▼−7Since October 2026: 84% → 77%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-marketHuntress Managed ITDR42%Clear leader▼−13Since October 2026: 55% → 42%, −13 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft Defender for Identity37%Contested▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.Standing →
Huntress Managed ITDR77%Clear leader▼−7Since October 2026: 84% → 77%, −7 points. Inside the 11-point floor: within noise.Standing →Mid-marketHuntress Managed ITDR42%Clear leader▼−13Since October 2026: 55% → 42%, −13 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft Defender for Identity37%Contested▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Huntress Managed ITDR42%9%47endorsed leader▼−13Since October 2026: 55% → 42%, −13 points. Past the 11-point floor: movement.55% → 42%
Huntress Managed ITDR42%9%47endorsed leader▼−13Since October 2026: 55% → 42%, −13 points. Past the 11-point floor: movement.55% → 42%02Microsoft Defender for Identity26%6%47accepted challenger▲+12Since October 2026: 14% → 26%, +12 points. Past the 11-point floor: movement.14% → 26%
03
CrowdStrike Falcon Identity Protection10%21%42accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise.0% → 10%
CrowdStrike Falcon Identity Protection10%21%42accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise.0% → 10%04
Silverfort ITDR4%9%44accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Silverfort ITDR4%9%44accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%Show the eight products at 0%, ordered by negative rate
12
CyberArk Identity Security Platform0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CyberArk Identity Security Platform0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
SentinelOne Singularity Identity0%20%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SentinelOne Singularity Identity0%20%30accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Delinea Identity Threat Protection0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Delinea Identity Threat Protection0%10%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Sophos ITDR0%10%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Sophos ITDR0%10%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%09BeyondTrust Platform0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
07
Okta Identity Threat Protection0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Okta Identity Threat Protection0%7%14accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
Semperis Directory Services Protector0%4%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Semperis Directory Services Protector0%4%26accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08Vectra AI ITDR0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
For buyers
Head to head
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01M02
0304050607V08
B09
101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Huntress Managed ITDR42%
Huntress Managed ITDR42%02Microsoft Defender for Identity26%
03CrowdStrike Falcon Identity Protection10%
CrowdStrike Falcon Identity Protection10%04Silverfort ITDR4%
Silverfort ITDR4%05Semperis Directory Services Protector0%
Semperis Directory Services Protector0%06SentinelOne Singularity Identity0%
SentinelOne Singularity Identity0%07Okta Identity Threat Protection0%
Okta Identity Threat Protection0%08Vectra AI ITDR0%
09BeyondTrust Platform0%
10Delinea Identity Threat Protection0%
Delinea Identity Threat Protection0%11Sophos ITDR0%
Sophos ITDR0%12CyberArk Identity Security Platform0%
CyberArk Identity Security Platform0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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 and Muse Glimmer 30B 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.
CrowdStrike Falcon Identity Protection21%
9 of 42 labels negative · 8 of 14 models · 1 hard negative
“Avoid enterprise-priced solutions like Silverfort, CrowdStrike Falcon Identity, and SentinelOne Singularity Identity” DeepSeek V4 Flash, budget prompt
SentinelOne Singularity Identity20%
6 of 30 labels negative · 4 of 14 models · 2 hard negative
“Avoid enterprise-priced solutions like Silverfort, CrowdStrike Falcon Identity, and SentinelOne Singularity Identity” DeepSeek V4 Flash, budget prompt
Silverfort ITDR9%
4 of 44 labels negative · 4 of 14 models · 2 hard negative
“Avoid for Limited Budgets: SentinelOne Singularity Identity, Varonis, or Silverfort” Grok 4.20, budget prompt
Huntress Managed ITDR9%
4 of 47 labels negative · 4 of 14 models
“Huntress is generally highly rated... But if you rely heavily on Conditional Access or need granular alert context, test these specific scenarios thoroughly.” DeepSeek V4 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 892 links across 180 sites, every framing counted. Ranked by the number of answers carrying the site or page. 39 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Huntress33 answers · 51 citations · 10 models
25 answers · 34 citations · 12 models
24 answers · 32 citations · 9 models
vendor site · Microsoft22 answers · 47 citations · 8 models
vendor site · Cynet22 answers · 22 citations · 10 models
vendor site · G220 answers · 27 citations · 8 models
vendor site · BeyondTrust20 answers · 20 citations · 9 models
19 answers · 20 citations · 10 models
18 answers · 21 citations · 9 models
17 answers · 26 citations · 9 models
15 answers · 16 citations · 9 models
15 answers · 15 citations · 9 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.
23 answers · 8 models
22 answers · 10 models
20 answers · 9 models
19 answers · 10 models
18 answers · 8 models
15 answers · 9 models
14 answers · 8 models
13 answers · 6 models
12 answers · 8 models
12 answers · 6 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 42% | 42% | 131 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | 2 |
| Microsoft parent site Microsoft Defender for Identity 26%, Microsoft Entra ID 4%, Microsoft Entra ID Protection 2%, Microsoft Defender for Cloud Apps 2% and 2 more | 36% | 499 | 2,240,000 | 403,136 | ||||
| CrowdStrike Falcon Identity Protection crowdstrike.com | 10% | 121 | 320 | 6 | 715,209 | $13,967 | 119 | 3 |
| Silverfort ITDR silverfort.com | 4% | 106 | 10 | 0 | 15,992 | 49 | 7 | |
| Netwrix netwrix.com Netwrix ITDR 2% | 2% | 10 | 104,208 company | $3,789 | 120 | |||
| CrowdStrike Falcon Next-Gen Identity Protection | 2% | |||||||
| Defender for Identity | 2% | |||||||
| Zeitl | 2% | |||||||
| Semperis semperis.com Semperis Directory Services Protector 0% | 0% | 52 | 20 | 0 | 6,748 | 14 | 5 | |
| SentinelOne Singularity Identity sentinelone.com | 0% | 78 | 10 | 1 | 446,702 | $780 | 22 |
Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (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 mid-market B2B company?”Paraphrase“Which identity threat detection tool would you recommend to a mid-sized B2B company?”Comparative“What are the top ITDR solutions and how do they differ?”Budget-constrained“What is the best ITDR solution for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an ITDR solution. What should we look at?”Negative“Which ITDR solutions should I avoid or be cautious about?”
Claude Haiku 4.5Netwrix ITDRno first choiceChangedCrowdStrike Falcon Identity Protectionno first choiceno first choiceagainst: CrowdStrike Falcon Identity Protection, Microsoft ITDR, SentinelOne Singularity Identity
Two alternatives
Huntress Managed ITDR, Stellar Cyber Open XDRFour alternatives
Huntress Managed ITDR, Microsoft Defender for Identity, SentinelOne Singularity Identity, Silverfort ITDRGPT-5.4 miniCrowdStrike Falcon Identity ProtectionMicrosoft Defender for IdentityChangedMicrosoft Defender for Identity, Microsoft ITDRMicrosoft Entra IDagainst: CrowdStrike Falcon Identity Protection, SentinelOne Singularity Identityno first choicenothing named
Two alternatives
Huntress Managed ITDR, Silverfort ITDRTwo alternatives
CrowdStrike Falcon Identity Protection, Okta Identity Threat ProtectionFive alternatives
CrowdStrike Falcon Identity Protection, CyberArk Identity Security Platform, Illusive, Semperis Directory Services Protector, Silverfort ITDROne alternative
Huntress Managed ITDRGemini 3.5 FlashCrowdStrike Falcon Next-Gen Identity ProtectionSilverfort ITDRChangedCrowdStrike Falcon Identity Protection, SentinelOne Singularity IdentityDefender for Identity, Huntress Managed ITDR, Microsoft Entra ID Protectionagainst: CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, Silverfort ITDRCrowdStrike Falcon Identity Protection, Microsoft Defender for Identityagainst: BloodHound
Three alternatives
Huntress Managed ITDR, Microsoft Defender for Identity / Entra ID Protection, Silverfort ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity / Entra ID Protection, Obsidian SecurityFour alternatives
Microsoft Defender for Identity / Entra ID Protection, Okta Identity Threat Protection, Semperis Directory Services Protector, Silverfort ITDREight alternatives
BloodHound, Blumira, Google Workspace Security, JumpCloud, Okta Identity Threat Protection, PingCastle, Purple Knight, WazuhFour alternatives
Permiso, Semperis Directory Services Protector, Silverfort ITDR, Vectra IDPerplexity SonarHuntress Managed ITDRHuntress Managed ITDRHeldMicrosoft Defender for Identity / Entra ID ProtectionHuntress Managed ITDRagainst: Silverfort ITDRno first choicenothing named
Four alternatives
CrowdStrike Falcon Identity Security, Microsoft Defender for Identity, Silverfort ITDR, Stellar Cyber Open XDRFive alternatives
CrowdStrike Falcon Identity Protection, Entra ID Protection, Microsoft Defender for Identity, Silverfort ITDR, Stellar Cyber Open XDRSeven alternatives
CrowdStrike Falcon Identity Protection, CyberArk Identity Security Platform, Delinea Identity Threat Protection, Huntress Managed ITDR, SentinelOne Singularity Identity, Silverfort Unified Identity Protection, Wiz DefendOne alternative
Microsoft Defender for IdentityGrok 4.20Huntress Managed ITDRCrowdStrike Falcon Identity ProtectionChangedSilverfort ITDRHuntress Managed ITDRagainst: SentinelOne Singularity Identity, Silverfort ITDR, Varonis Platformno first choiceagainst: BeyondTrust Platform, CrowdStrike, CyberArk Identity Security Platform, Gurucul, Huntress Managed ITDR, ManageEngine, Microsoft Entra ID, Petra, Securonix, SentinelOne Singularity Identity, Sharelock, inforcer
Six alternatives
BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Delinea Identity Threat Protection, Microsoft Entra ID, SentinelOne Singularity Identity, Silverfort ITDRFour alternatives
BeyondTrust Platform, Microsoft Defender for Identity, Semperis Directory Services Protector, Silverfort ITDREight alternatives
CrowdStrike Falcon Identity Protection, Delinea Identity Threat Protection, Entra, Gurucul, Microsoft Defender for Identity, Securonix, Semperis Directory Services Protector, SentinelOne Singularity IdentityThree alternatives
Blumira, Microsoft Defender for Identity, Netwrix PingCastleSix alternatives
BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Gurucul, Microsoft Entra ID, SentinelOne Singularity Identity, Vectra AI ITDRMistral SmallHuntress Managed ITDRMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDR, Microsoft Defender for Identityno first choiceagainst: CrowdStrike Falcon Identity Protection, Inforcer ITDR
Three alternatives
Microsoft Defender for Identity, SentinelOne Singularity Identity, Silverfort ITDRFive alternatives
Huntress Managed ITDR, Oort, SentinelOne Singularity Identity, Silverfort ITDR, Varonis PlatformOne alternative
Sophos ITDRDeepSeek V4 FlashMicrosoft Defender for IdentityHuntress Managed ITDRChangedagainst: CrowdStrike Falcon Identity ProtectionMicrosoft Defender for IdentityHuntress Managed ITDRagainst: CrowdStrike Falcon Identity Protection, SentinelOne Singularity Identity, Silverfort ITDRCrowdStrike Falcon Identity Protectionagainst: Acalvio, Blackpoint Cyber, Huntress Managed ITDR, ManageEngine, Segura, SentinelOne Singularity Identity, Zscaler Identity Protection
Three alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, Silverfort ITDRTwo alternatives
Microsoft Defender for Identity, Silverfort ITDRFour alternatives
CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDROne alternative
Microsoft Defender for IdentityFive alternatives
Huntress Managed ITDR, Microsoft Defender for Identity, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDRLlama 4 MaverickHuntress Managed ITDRMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDRno first choiceagainst: CrowdStrike, CrowdStrike Falcon Identity Protection
Three alternatives
Microsoft Defender for Identity, SentinelOne Singularity Identity, Varonis PlatformFour alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, SentinelOne Singularity Identity Security, Silverfort ITDRTwo alternatives
Microsoft Defender for Identity, Vectra AI ITDRQwen 3.7 FlashMicrosoft Defender for Identity, Microsoft Sentinel, Zeitlagainst: CyberArk Identity Security PlatformHuntress Managed ITDRChangedCrowdStrike Falcon Identity Protection, Silverfort ITDRMicrosoft Defender for Cloud Appsagainst: CyberArk Identity Security Platform, SailPointno first choicenothing named
Two alternatives
Keyfactor, WizTwo alternatives
InsightIDR, Microsoft Defender for IdentitySix alternatives
Gurucul Identity Analytics, Microsoft Defender for Identity / Entra ID Protection, Obsidian Security, Securonix, Semperis Directory Services Protector, WizFour alternatives
Cloudflare Access, Google Advanced Protection, Ping Identity PingONE, WazuhKimi K2Huntress Managed ITDRagainst: CrowdStrike Falcon Identity ProtectionMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDRagainst: Microsoft Defender for Cloudno first choiceagainst: Blackpoint Cyber, Cisco Duo ITDR, Cynet, Huntress Managed ITDR
Three alternatives
Microsoft Defender for Identity, Silverfort ITDR, Sophos ITDRFour alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, Silverfort ITDR, Sophos ITDRFour alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Semperis Directory Services Protector, Silverfort ITDRTwo alternatives
Cisco Duo Advantage, Microsoft 365GLM 4.7 FlashXMicrosoft Defender for IdentitySilverfort ITDRChangedMicrosoft Defender for IdentityHuntress Managed ITDRno first choiceagainst: Delinea Identity Threat Protection, Huntress Managed ITDR
Three alternatives
Delinea Identity Threat Protection, Huntress Managed ITDR, Silverfort ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Semperis Directory Services ProtectorEight alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, Microsoft Entra ID Protection, Okta Identity Threat Protection, Saviynt, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDRTwo alternatives
Cisco Duo ITDR, Microsoft Defender for IdentityMiniMax M2.5Huntress Managed ITDRMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDRagainst: Microsoft Defender for IdentityCrowdStrike Falcon Identity Protection, Microsoft Defender for Identitynothing named
Four alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Secfolio, Sophos ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, SentinelOne SingularityThree alternatives
Netwrix PingCastle, Okta Identity Threat Protection, Silverfort ITDRThree alternatives
Huntress Managed ITDR, Silverfort ITDR, Sophos ITDRGPT-6 LunaHuntress Managed ITDRMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDRagainst: Microsoft 365 E5no first choiceagainst: Microsoft Defender for Identity, Okta Identity Threat Protection, Sophos ITDR
Three alternatives
Falcon Identity Protection, Microsoft Defender, Semperis Directory Services ProtectorThree alternatives
Falcon Identity Threat Protection, Semperis Directory Services Protector, Silverfort ITDRSeven alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, Microsoft Defender identity security, Palo Alto Cortex ITDR, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDROne alternative
Microsoft Defender for IdentityMuse Glimmer 30BMicrosoft Entra IDMicrosoft Defender for IdentityChangedno first choiceHuntress Managed ITDRno first choiceagainst: CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity
Four alternatives
CrowdStrike, Huntress Managed ITDR, SentinelOne Singularity Identity, Silverfort ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDR, Silverfort ITDRFourteen alternatives
Arctic Wolf, Astrix, BeyondTrust Platform, CrowdStrike, CyberArk Identity Security Platform, Cynet, Delinea Identity Threat Protection, Huntress Managed ITDR, Microsoft Defender for Identity, Palo Alto Networks Cortex XSIAM, Permiso, Push Security, SentinelOne Singularity Identity, VezaOne alternative
Microsoft Defender for IdentityBold 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.
Eighty-four 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 | 2026-11-01 11:20 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:47 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:34 | yes | 12 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:18 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:39 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:18 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:24 | yes | 22 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:17 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:19 | yes | 18 | 43 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:16 | yes | 21 | 51 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:45 | yes | 9 | 36 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:59 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:27 | yes | 12 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:56 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:48 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:33 | yes | 8 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 13:48 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:23 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:49 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:09 | yes | 23 | 48 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:21 | yes | 5 | 19 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:37 | yes | 18 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:15 | yes | 23 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:53 | yes | 5 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:38 | yes | 5 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:09 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:36 | yes | 15 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:19 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 13:34 | yes | 10 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:33 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:56 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:14 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:04 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:57 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:53 | yes | 14 | 52 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:16 | yes | 17 | 36 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:38 | yes | 17 | 44 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:15 | yes | 20 | 65 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:57 | yes | 8 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 21 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:33 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:37 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:35 | yes | 9 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:55 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:37 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:08 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:21 | yes | 23 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 7 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:48 | no | 0 | 42 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:31 | yes | 20 | 46 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:32 | yes | 25 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:42 | yes | 5 | 24 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:34 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:37 | yes | 25 | 33 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:14 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:07 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:50 | yes | 8 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:11 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:43 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:29 | yes | 19 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 10 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:31 | yes | 19 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 14 | 40 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:15 | yes | 10 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:29 | yes | 3 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 13 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:45 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:23 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:21 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 10:15 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:53 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:33 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:46 | yes | 22 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:20 | no | 0 | 28 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:27 | yes | 23 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:28 | yes | 24 | 111 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:00 | yes | 24 | 48 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:45 | yes | 23 | 34 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BeyondTrust read as BeyondTrust Platform
Beyondtrust read as BeyondTrust Platform
Blackpoint read as Blackpoint Cyber
CYBERARK read as CyberArk Identity Security Platform
Cisco Duo read as Cisco Duo ITDR
CrowdStrike Falcon Identity read as CrowdStrike Falcon Identity Protection
CrowdStrike Falcon Identity Threat Detection read as CrowdStrike Falcon Identity Protection
CrowdStrike Falcon Identity Threat Protection read as CrowdStrike Falcon Identity Protection
CrowdStrike Falcon Next-Gen Identity Security read as CrowdStrike Falcon Identity Protection
CrowdStrike Identity read as CrowdStrike Falcon Identity Protection
CrowdStrike Identity Protection read as CrowdStrike Falcon Identity Protection
CyberArk read as CyberArk Identity Security Platform
Delinea read as Delinea Identity Threat Protection
Delinea (formerly Thycotic Centrify) read as Delinea Identity Threat Protection
Duo read as Cisco Duo ITDR
Guardz read as Guardz ITDR
Huntress read as Huntress Managed ITDR
Huntress ITDR read as Huntress Managed ITDR
IBM read as IBM Verify
Microsoft read as Microsoft Entra ID
Microsoft (Entra ID + Defender XDR integration) read as Microsoft Entra ID
Netwrix read as Netwrix 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
Proofpoint read as Proofpoint Identity Threat Defense
Proofpoint (Illusive heritage) read as Proofpoint Identity Threat Defense
Semperis read as Semperis Directory Services Protector
SentinelOne read as SentinelOne Singularity Identity
SentinelOne (Attivo) read as SentinelOne Singularity Identity
Silverfort read as Silverfort ITDR
Sophos read as Sophos ITDR
Tenable read as Tenable Identity Exposure
VECTRA read as Vectra AI ITDR
Varonis read as Varonis Platform
Vectra read as Vectra AI ITDR
Vectra AI read as Vectra AI ITDR
Unresolved, counted raw
1Secure ITDR (PingCastle-based)
AuthMind
Cayosoft Guardian
Cisco Duo Advantage
CrowdStrike Falcon Identity Security
CrowdStrike Falcon Next-Gen Identity Protection
CyberArk Identity Security Threat Detection
Falcon Identity Threat Protection
Gurucul Identity Analytics
Inforcer ITDR
InsightIDR (by Rapid7)
Microsoft Defender identity security
Netenrich Resolution Intelligence for Identity
Palo Alto Cortex ITDR
Proofpoint ITDR
RevealSecurity
Rezonate / SpyCloud
SailPoint Identity Threat Defense
SailPoint Technologies
Saviynt Identity Threat Detection & Response
Secfolio
SentinelOne Singularity Identity Security
Sharelock Identity Protection
Vectra ID
Zeitl
Zscaler Identity Protection
Discontinued, still offered
No shut-down product was recommended here.