Identity threat detection and response for enterprise buyers
Asked as “ITDR solution”, and as “identity threat detection tool”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
37%
Contested · CrowdStrike Falcon Identity Protection 31%
37Microsoft Defender for Identity31CrowdStrike Falcon Identity Protection08Huntress Managed ITDR24others
37% of first choices, contested.
Since October 2026▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.Microsoft Defender for Identity held the lead, −1 point on 38%, inside the 11-point 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.Standing →EnterpriseMicrosoft Defender for Identity37%Contested▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseMicrosoft Defender for Identity37%Contested▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Defender for Identity37%5%40endorsed leader▼−1Since October 2026: 38% → 37%, −1 point. Inside the 11-point floor: within noise.38% → 37%
02
CrowdStrike Falcon Identity Protection31%6%50endorsed leader▲+8Since October 2026: 23% → 31%, +8 points. Inside the 11-point floor: within noise.23% → 31%
CrowdStrike Falcon Identity Protection31%6%50endorsed leader▲+8Since October 2026: 23% → 31%, +8 points. Inside the 11-point floor: within noise.23% → 31%03Huntress Managed ITDR8%33%18criticized challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Huntress Managed ITDR8%33%18criticized challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%04
Silverfort ITDR4%6%32accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
Silverfort ITDR4%6%32accepted challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%Show the seven products at 0%, ordered by negative rate
11
CrowdStrike0%25%12criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
CrowdStrike0%25%12criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%06
SentinelOne Singularity Identity0%15%33accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
SentinelOne Singularity Identity0%15%33accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Delinea Identity Threat Protection0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Delinea Identity Threat Protection0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Okta Identity Threat Protection0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Okta Identity Threat Protection0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
CyberArk Identity Security Platform0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
CyberArk Identity Security Platform0%7%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07BeyondTrust Platform0%5%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
05
Semperis Directory Services Protector0%4%25accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Semperis Directory Services Protector0%4%25accepted 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
Huntress Managed ITDR vs Microsoft Defender for IdentityHuntress Managed ITDR vs CrowdStrike Falcon Identity ProtectionHuntress Managed ITDR vs Silverfort ITDR
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.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 →
M01
0203040506B07
08091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Defender for Identity37%
02CrowdStrike Falcon Identity Protection31%
CrowdStrike Falcon Identity Protection31%03Huntress Managed ITDR8%
Huntress Managed ITDR8%04Silverfort ITDR4%
Silverfort ITDR4%05Semperis Directory Services Protector0%
Semperis Directory Services Protector0%06SentinelOne Singularity Identity0%
SentinelOne Singularity Identity0%07BeyondTrust Platform0%
08CyberArk Identity Security Platform0%
CyberArk Identity Security Platform0%09Okta Identity Threat Protection0%
Okta Identity Threat Protection0%10Delinea Identity Threat Protection0%
Delinea Identity Threat Protection0%11CrowdStrike0%
CrowdStrike0%What they warned about
Five 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, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
Huntress Managed ITDR33%
6 of 18 labels negative · 4 of 14 models · 1 hard negative
“What the market data consistently flags as a poor fit for large enterprises: SMB / MSP-first managed ITDR * Huntress Managed ITDR is positioned as the best published-price ITDR for SMBs and MSPs” Muse Glimmer 30B, negative prompt
SentinelOne Singularity Identity15%
5 of 33 labels negative · 4 of 14 models · 1 hard negative
“What to Avoid for Predictable Costs ... use quote-based/module pricing” DeepSeek V4 Flash, budget prompt
CrowdStrike25%
3 of 12 labels negative · 3 of 14 models
“Unlike competitors like Palo Alto Networks, Silverfort, or Crowdstrike—which often rely on module-based add-ons, per-connector pricing, or high-value custom quotes” Qwen 3.7 Flash, budget prompt
CrowdStrike Falcon Identity Protection6%
3 of 50 labels negative · 3 of 14 models
“Premium price – you must also purchase the broader Falcon platform... No AD recovery or resilience” GLM 4.7 FlashX, 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. 912 links across 199 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 · 48 citations · 12 models
vendor site · BeyondTrust28 answers · 31 citations · 11 models
26 answers · 31 citations · 12 models
vendor site · Microsoft25 answers · 45 citations · 9 models
25 answers · 25 citations · 12 models
vendor site · CrowdStrike23 answers · 47 citations · 8 models
22 answers · 37 citations · 8 models
22 answers · 27 citations · 10 models
vendor site · Cynet20 answers · 20 citations · 11 models
vendor site · G217 answers · 18 citations · 10 models
13 answers · 13 citations · 9 models
vendor site · Silverfort12 answers · 17 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.
28 answers · 10 models
27 answers · 10 models
25 answers · 12 models
20 answers · 11 models
18 answers · 9 models
17 answers · 7 models
14 answers · 8 models
13 answers · 9 models
12 answers · 6 models
11 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Defender for Identity 37%, Microsoft Entra ID 4%, Microsoft Entra 2%, Microsoft Defender for Identity / Entra ID Protection 2% and 1 more | 47% | 499 | 2,240,000 | 403,136 | ||||
| CrowdStrike crowdstrike.com CrowdStrike Falcon Identity Protection 31%, CrowdStrike 0% | 31% | 302 | 74,000 | 5,130 | 715,209 | $13,967 | 119 | 3 |
| Huntress huntress.com Huntress Managed ITDR 8% | 8% | 131 | 33,100 | 4,338 | 352,368 company | $15,522 | 120 | 2 |
| Silverfort ITDR silverfort.com Silverfort ITDR 4%, Silverfort Unified Identity Protection 2% | 6% | 106 | 10 | 0 | 15,992 | 49 | 7 | |
| Microsoft Defender parent site Microsoft Defender XDR 4% | 4% | 199 | 18,100 | 3,525 | ||||
| Exabeam exabeam.com | 2% | 110 | 1,900 | 82 | 66,723 | 0 | ||
| Blumira blumira.com | 2% | 108 | 1,300 | 12 | 8,060 | 10 | ||
| 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 | |
| BeyondTrust Platform beyondtrust.com | 0% | 30 | 91,200 | $1,820 | 120 | 6 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (crowdstrike.com, huntress.com, microsoft.com, silverfort.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 an enterprise B2B company?”Paraphrase“Which identity threat detection tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ITDR solutions and how do they differ?”Budget-constrained“What is the best ITDR solution for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an ITDR solution. What should we look at?”Negative“Which ITDR solutions should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCrowdStrike Falcon Identity ProtectionChangedCrowdStrike Falcon Identity Protectionagainst: Palo Alto Networks Cortex XDR, XSIAMHuntress Managed ITDRno first choiceagainst: SentinelOne Singularity Identity
Three alternatives
Microsoft Defender for Identity, Proofpoint Identity Threat Defense, Silverfort Unified Identity ProtectionFour alternatives
Entra ID Protection, Huntress Managed ITDR, Microsoft Defender for Identity, SentinelOne Singularity IdentityGPT-5.4 miniMicrosoft Defender for Identityagainst: Huntress Managed ITDRCrowdStrike Falcon Identity ProtectionChangedMicrosoft Defender for Identityagainst: Huntress Managed ITDR, ThreatDown ITDRSilverfort ITDRagainst: CrowdStrike Falcon Identity Protection, Huntress Managed ITDRno first choicenothing named
Two alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRThree alternatives
Microsoft Defender for Identity, Okta's identity security fabric approach, SentinelOne Singularity IdentityThree alternatives
BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Okta Identity Threat ProtectionOne alternative
Netwrix ITDRGemini 3.5 FlashCrowdStrike Falcon Identity Protection, Silverfort Unified Identity ProtectionCrowdStrike Falcon Identity ProtectionChangedCrowdStrike Falcon Identity Protection, Microsoft Entra IDMicrosoft Entra IDno first choicenothing named
Four alternatives
CyberArk Identity Security Platform, Delinea Identity Threat Protection, Microsoft Defender for Identity / Microsoft Entra ID Protection, Semperis Directory Services ProtectorThree alternatives
Microsoft Defender for Identity / Microsoft Entra ID Protection, Semperis Directory Services Protector, Silverfort Unified Identity ProtectionFive alternatives
Delinea Identity Threat Protection, Okta Identity Threat Protection, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, Silverfort Unified Identity ProtectionPerplexity SonarCrowdStrike Falcon Identity ProtectionCrowdStrike Falcon Identity ProtectionHeldCrowdStrike Falcon Identity Protectionagainst: Okta Identity Threat ProtectionMicrosoft Defender for Identityno first choicenothing named
Four alternatives
Huntress Managed ITDR, Microsoft Defender for Identity, Semperis Directory Services Protector, Silverfort ITDRThree alternatives
Microsoft Defender for Identity, Silverfort ITDR, SpyCloudSeven alternatives
CyberArk Identity Security Platform, Huntress Managed ITDR, Microsoft Defender for Identity / Entra ID Protection, Permiso, Semperis Directory Services Protector, Silverfort Identity Protection Platform, Wiz DefendThree alternatives
CrowdStrike, Semperis Directory Services Protector, Silverfort ITDRGrok 4.20Silverfort ITDRCrowdStrike Falcon Identity ProtectionChangedCrowdStrike Falcon Identity Protection, Microsoft Defender for IdentityMicrosoft Defender for Identityagainst: CrowdStrike Falcon Identity Protection, Delinea Authomize, Gurucul, Quest, Securonix, SentinelOne Singularity Identityno first choiceagainst: CrowdStrike, Microsoft Entra ID, Palo Alto Networks Cortex XSIAM, SentinelOne Singularity Identity
Two alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for IdentitySix alternatives
BeyondTrust Platform, Delinea Identity Threat Protection, Microsoft Entra ID Protection + Microsoft Defender for Identity, SentinelOne Singularity Identity, Silverfort ITDR, Vectra AI ITDRFour alternatives
BeyondTrust Platform, Securonix, SentinelOne Singularity Identity, Silverfort ITDROne alternative
BeyondTrust PlatformFour alternatives
CrowdStrike, CyberArk Identity Security Platform, Microsoft Entra ID, Silverfort ITDRMistral SmallMicrosoft Defender for IdentityMicrosoft Defender for IdentityHeldno first choiceMicrosoft Defender for Identityno first choiceagainst: CrowdStrike, SentinelOne Singularity Identity
Two alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRFour alternatives
CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDRTwo alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDRDeepSeek V4 FlashCrowdStrike Falcon Identity Protection, Microsoft Defender for Identity / Entra ID ProtectionCrowdStrike Falcon Identity ProtectionChangedno first choiceMicrosoft Defender for Identityagainst: SentinelOne Singularity Identity, Silverfort ITDRno first choicenothing named
Two alternatives
CyberArk Identity Security Platform, Silverfort ITDRFour alternatives
BeyondTrust Platform, Microsoft Defender for Identity, SentinelOne Singularity Identity, Silverfort ITDRSix alternatives
BeyondTrust Pathfinder, CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity / Entra ID Protection, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort Unified Identity ProtectionTwo alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDRLlama 4 MaverickMicrosoft Defender for IdentityMicrosoft Defender for IdentityHeldMicrosoft Defender for IdentityHuntress Managed ITDRno first choicenothing named
Two alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRTwo alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, SentinelOne Singularity IdentityQwen 3.7 FlashExabeamMicrosoft Defender for IdentityChangedCrowdStrike Falcon Identity ProtectionMicrosoft Defender for Identityagainst: CrowdStrike, CyberArk Identity Security Platform, Palo Alto Networks Cortex XSIAM, Ping Identity, Silverfort ITDRno first choicenothing named
Four alternatives
CyberArk Identity Security Platform, Devo, Microsoft Defender for Cloud Apps, Tenable Identity ExposureTwo alternatives
BeyondTrust Platform, CrowdStrikeFour alternatives
Acalvio ShadowPlex, Microsoft Defender for Identity, SentinelOne Singularity Identity, Wiz DefendOne alternative
Huntress Managed ITDRKimi K2CrowdStrike Falcon Identity ProtectionCrowdStrike Falcon Identity ProtectionHeldMicrosoft Defender for IdentityBlumira, Microsoft Defender for Identityno first choicenothing named
Three alternatives
Microsoft Defender for Identity, Microsoft Sentinel, SentinelOne Singularity IdentityTwo alternatives
Microsoft Defender for Identity, Silverfort ITDRFive alternatives
BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDRTwo alternatives
CrowdStrike Falcon Identity Protection, Huntress Managed ITDRFive alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Okta Identity Threat Protection, Semperis Directory Services Protector, Silverfort ITDRGLM 4.7 FlashXCrowdStrike Falcon Identity ProtectionCrowdStrike Falcon Identity ProtectionHeldBeyondTrust Platform, CrowdStrikeHuntress Managed ITDRMicrosoft Defender for Identityagainst: BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Darktrace HYBRID NETWORK, Delinea Identity Threat Protection, Gurucul, Huntress Managed ITDR, Microsoft Defender for Identity, SIEM‑only identity rules, Securonix, Sharelock, Todyl
Four alternatives
BeyondTrust Platform, Delinea Authomize, Microsoft Defender XDR, Microsoft EntraThree alternatives
Defender for Identity, Microsoft Entra ID Protection, Okta Identity Threat ProtectionFive alternatives
CyberArk Identity Security Platform, Delinea Identity Threat Protection, Microsoft Entra ID, Okta Identity Threat Protection, SaviyntThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender, Ridge Core Managed ITDRFour alternatives
CrowdStrike Falcon Identity Protection, Cynet, SentinelOne Singularity Identity, Silverfort ITDRMiniMax M2.5CrowdStrike Falcon Identity Protection, Microsoft Defender XDR, Microsoft EntraCrowdStrike Falcon Identity Protection, Microsoft Defender for IdentityChangedno first choiceMicrosoft Defenderno first choicenothing named
Two alternatives
BeyondTrust Platform, SecuronixTwo alternatives
Securonix, SentinelOne Singularity IdentityEight alternatives
BeyondTrust Platform, CrowdStrike Falcon Identity Protection, Gurucul, Microsoft ITDR, Saviynt Identity Cloud, Securonix, Semperis Directory Services Protector, SentinelOne Singularity IdentityThree alternatives
Cisco Duo ITDR, CrowdStrike Falcon Identity Protection, Microsoft SentinelGPT-6 LunaMicrosoft Defender XDR, Microsoft Defender for IdentityMicrosoft Defender for IdentityChangedno first choiceMicrosoft Defender for Identityno first choiceagainst: Huntress Managed ITDR, ManageEngine, Semperis Directory Services Protector
Two alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRTwo alternatives
Falcon Next-Gen Identity Security, Semperis Directory Services ProtectorSeven alternatives
CrowdStrike Falcon Identity Protection, Microsoft Defender for Identity, Proofpoint Identity Threat Defense, Semperis Directory Services Protector, SentinelOne Singularity Identity, Silverfort ITDR, Vectra AI ITDRTwo alternatives
CrowdStrike Falcon Identity Protection, Silverfort ITDRMuse Glimmer 30BMicrosoft Entra IDMicrosoft Defender for IdentityChangedBeyondTrust Platform, CrowdStrike Falcon Identity ProtectionHuntress Managed ITDRno first choiceagainst: Huntress Managed ITDR, Microsoft Defender for Identity, Sophos ITDR
Five alternatives
BeyondTrust Platform, CrowdStrike, CyberArk Identity Security Platform, Okta Identity Threat Protection, SaviyntThree alternatives
CrowdStrike Falcon Identity Protection, Microsoft Entra ID Protection, Silverfort ITDRSeven alternatives
CyberArk Identity Security Platform, Delinea Authomize, Gurucul, Microsoft Defender XDR, Microsoft Entra, Saviynt, SecuronixFour alternatives
Cisco Duo ITDR, Defender for Identity, Microsoft Entra ID Protection, Precursor SecurityBold 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 12:04 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:31 | yes | 4 | 6 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 11:08 | yes | 9 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:32 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:46 | yes | 5 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:24 | yes | 24 | 32 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:07 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:51 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:14 | yes | 24 | 101 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:11 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:31 | yes | 3 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:04 | yes | 21 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:27 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:47 | yes | 2 | 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 14:28 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 18:21 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:29 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:12 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:59 | yes | 23 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:34 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:21 | yes | 20 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:51 | yes | 14 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 15 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:28 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:44 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:58 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:58 | yes | 9 | 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 14:20 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:04 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 5 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:13 | yes | 9 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:23 | yes | 23 | 54 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:52 | yes | 5 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:49 | yes | 17 | 40 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:21 | yes | 24 | 43 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:25 | yes | 23 | 44 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:54 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:16 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:43 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:30 | yes | 4 | 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 17:44 | no | 0 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:14 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:39 | yes | 10 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:06 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:51 | yes | 24 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:01 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | yes | 19 | 56 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:41 | yes | 15 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:50 | yes | 19 | 19 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:03 | yes | 10 | 58 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:25 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:54 | yes | 12 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:48 | yes | 18 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:03 | no | 0 | 9 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 12:01 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:09 | yes | 10 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:37 | yes | 14 | 21 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:10 | yes | 20 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:13 | yes | 5 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:39 | yes | 19 | 47 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:59 | yes | 15 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:55 | yes | 10 | 45 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:00 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:14 | yes | 24 | 33 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:18 | yes | 5 | 7 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 12:26 | no | 0 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 14:41 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:14 | yes | 13 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:21 | yes | 21 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:50 | yes | 9 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | yes | 20 | 118 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:25 | yes | 25 | 67 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:15 | yes | 22 | 69 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:11 | no | 0 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:07 | yes | 4 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:40 | yes | 20 | 37 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
Blackpoint read as Blackpoint Cyber
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 Identity Threat Protection (ITP) read as CrowdStrike Falcon Identity Protection
CrowdStrike Falcon Next-Gen Identity Security read as CrowdStrike Falcon Identity Protection
CrowdStrike Falcon Next-Gen Identity Security / Falcon Identity Protection read as CrowdStrike Falcon Identity Protection
CrowdStrike Identity Threat Detection read as CrowdStrike Falcon Identity Protection
CyberArk read as CyberArk Identity Security Platform
Delinea read as Delinea Identity Threat Protection
Delinea (Authomize) read as Delinea Identity Threat Protection
Delinea (with Authomize Integration) read as Delinea Identity Threat Protection
Huntress read as Huntress Managed ITDR
IBM read as IBM Verify
Microsoft read as Microsoft Entra ID
Microsoft (Defender for Identity & Entra ID Protection) read as Microsoft Entra ID
Microsoft (Defender for Identity + Entra ID Protection) read as Microsoft Entra ID
Microsoft (Defender for Identity + Entra) read as Microsoft Entra ID
Microsoft (Defender for Identity) read as Microsoft Entra ID
Netwrix read as Netwrix ITDR
Okta read as Okta Identity Threat Protection
Palo Alto (Cortex) read as Palo Alto Networks Cortex XSIAM
Palo Alto Networks read as Palo Alto Networks Cortex XSIAM
Proofpoint read as Proofpoint Identity Threat Defense
Semperis read as Semperis Directory Services Protector
Semperis (Directory Services Protector & Active Directory Security) read as Semperis Directory Services Protector
Semperis (Directory Services Protector) read as Semperis Directory Services Protector
SentinelOne read as SentinelOne Singularity Identity
SentinelOne (Singularity Identity) read as SentinelOne Singularity Identity
SentinelOne (Singularity XDR) read as SentinelOne Singularity Identity
SentinelOne Identity read as SentinelOne Singularity Identity
Silverfort read as Silverfort ITDR
Tenable read as Tenable Identity Exposure
Tenable (Identity Exposure) read as Tenable Identity Exposure
Vectra read as Vectra AI ITDR
Vectra AI read as Vectra AI ITDR
Unresolved, counted raw
Authomize
Darktrace HYBRID NETWORK (ITDR module)
Falcon Next-Gen Identity Security
Gurucul Platform
Managed ITDR Services
Microsoft's Identity Threat Detection and Response
Okta's identity security fabric approach
Precursor Security
Rezonate
Ridge Core Managed ITDR
SIEM‑only identity rules
SailPoint IdentityAI
Securonix Platform
Syteca's Inside Security Platform
Tenable.ad
ThreatDown ITDR
Discontinued, still offered
No shut-down product was recommended here.