Insider risk management
Asked as “insider risk management tool”, and as “insider threat platform”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
45%
Clear leader
45Microsoft Purview Insider Risk Management14Teramind07ActivTrak34others
45% of first choices, clear leader.
Since October 2026▲+19Since October 2026: 26% → 45%, +19 points. Past the 11-point floor: movement.Microsoft Purview Insider Risk Management held the lead, +19 points on 26%, 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 businessMicrosoft Purview Insider Risk Management50%Clear leader▲+8Since October 2026: 42% → 50%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Purview Insider Risk Management45%Clear leader▲+19Since October 2026: 26% → 45%, +19 points. Past the 11-point floor: movement.This pageEnterpriseMicrosoft Purview Insider Risk Management57%Clear leader▲+13Since October 2026: 44% → 57%, +13 points. Past the 11-point floor: movement.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
01Microsoft Purview Insider Risk Management45%10%63endorsed leader▲+19Since October 2026: 26% → 45%, +19 points. Past the 11-point floor: movement.26% → 45%
02
Teramind14%21%48accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%
Teramind14%21%48accepted challenger▲+12Since October 2026: 2% → 14%, +12 points. Past the 11-point floor: movement.2% → 14%03
Code42 Incydr7%4%26accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 11-point floor: within noise.13% → 7%
Code42 Incydr7%4%26accepted challenger▼−6Since October 2026: 13% → 7%, −6 points. Inside the 11-point floor: within noise.13% → 7%04
ActivTrak7%8%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%
ActivTrak7%8%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 11-point floor: within noise.0% → 7%05
Proofpoint Insider Threat Management4%21%24accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Proofpoint Insider Threat Management4%21%24accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%07
Cyberhaven2%13%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Cyberhaven2%13%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08
DTEX Systems2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
DTEX Systems2%0%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%09
Varonis Data Security Platform2%25%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Varonis Data Security Platform2%25%24criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
13
Forcepoint DLP0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Forcepoint DLP0%36%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
DTEX InTERCEPT0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
DTEX InTERCEPT0%35%26criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Exabeam0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Exabeam0%29%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12Securonix UEBA0%20%10accepted 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 twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Purview Insider Risk Management vs Proofpoint Insider Threat ManagementMicrosoft Purview Insider Risk Management vs ApployeMicrosoft Purview Insider Risk Management vs CyberhavenMicrosoft Purview Insider Risk Management vs DTEX SystemsTeramind vs Code42 IncydrTeramind vs ActivTrakTeramind vs Proofpoint Insider Threat ManagementTeramind vs ApployeTeramind vs CyberhavenTeramind vs DTEX SystemsCode42 Incydr vs ActivTrakCode42 Incydr vs Proofpoint Insider Threat ManagementCode42 Incydr vs ApployeCode42 Incydr vs CyberhavenCode42 Incydr vs DTEX SystemsActivTrak vs Proofpoint Insider Threat ManagementActivTrak vs ApployeActivTrak vs CyberhavenActivTrak vs DTEX SystemsProofpoint Insider Threat Management vs ApployeProofpoint Insider Threat Management vs CyberhavenProofpoint Insider Threat Management vs DTEX SystemsApploye vs CyberhavenApploye vs DTEX SystemsCyberhaven vs DTEX Systems
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
02030405
060708091011S12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Microsoft Purview Insider Risk Management45%
02Teramind14%
Teramind14%03Code42 Incydr7%
Code42 Incydr7%04ActivTrak7%
ActivTrak7%05Proofpoint Insider Threat Management4%
Proofpoint Insider Threat Management4%06Apploye4%
Apploye4%07Cyberhaven2%
Cyberhaven2%08DTEX Systems2%
DTEX Systems2%09Varonis Data Security Platform2%
Varonis Data Security Platform2%10DTEX InTERCEPT0%
DTEX InTERCEPT0%11Exabeam0%
Exabeam0%12Securonix UEBA0%
13Forcepoint DLP0%
Forcepoint DLP0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
Teramind21%
10 of 48 labels negative · 7 of 14 models · 3 hard negative
“Tools/Types to Approach with High Caution or Avoid: Overly Surveillance-Heavy Tools (e.g., Teramind, Veriato, some legacy user activity monitoring like Proofpoint ObserveIT)” Muse Glimmer 30B, negative prompt
DTEX InTERCEPT35%
9 of 26 labels negative · 6 of 14 models · 1 hard negative
“Avoid pure enterprise tools like Exabeam, DTEX, or Varonis unless your budget exceeds ~$50K–100K/year” Grok 4.20, paraphrase prompt
Microsoft Purview Insider Risk Management
10%
6 of 63 labels negative · 6 of 14 models
“DLP and IRM tools such as Microsoft Purview "scan the content of emails, Teams messages and documents..." which is itself a processing activity with significant privacy implications.” Muse Glimmer 30B, negative prompt
Forcepoint DLP36%
5 of 14 labels negative · 5 of 14 models
“Forcepoint's behavioral analytics products were criticized for using "user and entity behavior analytics" (UEBA) to flag employees as "high risk" based on ambiguous signals” 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
71 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. 784 links across 152 sites, every framing counted. Ranked by the number of answers carrying the site or page. 49 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.
42 answers · 79 citations · 11 models
vendor site · Microsoft26 answers · 35 citations · 10 models
vendor site · Jazz23 answers · 34 citations · 9 models
vendor site · DTEX22 answers · 24 citations · 9 models
20 answers · 20 citations · 9 models
19 answers · 22 citations · 8 models
vendor site · Microsoft18 answers · 20 citations · 9 models
vendor site · G216 answers · 28 citations · 7 models
15 answers · 15 citations · 9 models
vendor site · Venn15 answers · 15 citations · 9 models
13 answers · 15 citations · 7 models
vendor site · Exabeam13 answers · 14 citations · 10 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.
33 answers · 11 models
19 answers · 8 models
18 answers · 9 models
18 answers · 7 models
18 answers · 7 models
15 answers · 9 models
15 answers · 9 models
14 answers · 7 models
13 answers · 7 models
11 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 insider risk management tool”, “insider risk management tool”, “insider risk management tools”. 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 Purview Insider Risk Management 45%, Microsoft Purview Suite for Microsoft 365 Business Premium 2% | 46% | 168 | 2,240,000 | 403,136 | ||||
| Teramind teramind.co | 14% | 137 | 5,400 | 119 | 19,425 | $518 | 48 | 2 |
| Code42 Incydr mimecast.com | 7% | 51 | 110 | 6 | 148,929 | 21 | ||
| ActivTrak activtrak.com | 7% | 47 | 8,100 | 156 | 18,356 | $11,550 | 47 | |
| Proofpoint parent site Proofpoint Insider Threat Management 4% | 4% | 63 | 27,100 | 1,488 | ||||
| Apploye apploye.com | 4% | 35 | 480 | 4 | 45,528 | 1 | ||
| Above Security above.security | 4% | 46 | 390 | 178 | 172 | 7 | ||
| Cyberhaven cyberhaven.com | 2% | 82 | 2,900 | 54 | 13,999 | 22 | 6 | |
| DTEX Systems dtex.ai DTEX Systems 2%, DTEX InTERCEPT 0% | 2% | 70 | 480 | 19 | 1,296 | 10 | ||
| Varonis Data Security Platform varonis.com | 2% | 224 | 210 | 2 | 136,629 | 12 |
Google's top ten for the three searches hold 17 sites; 3 of them are among the sites the models cited here (exabeam.com, learn.microsoft.com, microsoft.com). The first result for “best insider risk management tool” 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 insider risk management tool for a mid-market B2B company?”Paraphrase“Which insider threat platform would you recommend to a mid-sized B2B company?”Comparative“What are the top insider risk management tools and how do they differ?”Budget-constrained“What is the best insider risk management tool for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an insider risk management tool. What should we look at?”Negative“Which insider risk management tools should I avoid or be cautious about?”
Claude Haiku 4.5Above Security, Code42TeramindChangedagainst: DTEX InTERCEPT, Exabeam, Forcepoint DLP, Proofpoint Insider Threat Management, Veriatono first choiceMicrosoft Purview Insider Risk Managementno first choiceagainst: Code42 Incydr, DTEX InTERCEPT, Microsoft Purview Insider Risk Management, Trellix
Three alternatives
Microsoft Purview Insider Risk Management, Teramind, eMonitorOne alternative
Microsoft Purview Insider Risk ManagementFour alternatives
Code42 Incydr, DTEX InTERCEPT, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat ManagementFour alternatives
Coro, ManageEngine DataSecurity Plus, Teramind, eMonitorGPT-5.4 miniMicrosoft Purview Insider Risk ManagementProofpoint Insider Threat ManagementChangedMicrosoft Purview Insider Risk Managementagainst: TeramindMicrosoft Purview Insider Risk Managementno first choicenothing named
Three alternatives
Proofpoint Insider Threat Management, Teramind, Varonis Data Security PlatformThree alternatives
Forcepoint DLP, Teramind, Varonis Data Security PlatformThree alternatives
DTEX InTERCEPT, Exabeam, Proofpoint Insider Threat ManagementOne alternative
TeramindGemini 3.5 FlashCode42 IncydrCode42 IncydrHeldagainst: Proofpoint ITMno first choiceActivTrak, Microsoft Purview Insider Risk Management, Teramindagainst: DTEX InTERCEPT, Proofpoint ITMMicrosoft Purview Insider Risk Managementagainst: Forcepoint DLP, Proofpoint ITMnothing named
Three alternatives
Cyberhaven, DTEX InTERCEPT, Microsoft Purview Insider Risk ManagementThree alternatives
Cyberhaven, DTEX Systems, Microsoft Purview Insider Risk ManagementFive alternatives
Cyberhaven, DTEX InTERCEPT, Microsoft Purview Insider Risk Management, Mimecast Code42, Proofpoint Insider Threat ManagementThree alternatives
Ekran System, Google Workspace Admin Console, WazuhThree alternatives
Cyberhaven, DTEX Systems, IncydrPerplexity SonarMicrosoft Purview Insider Risk Managementagainst: DTEX InTERCEPTMicrosoft Purview Insider Risk ManagementHeldagainst: DTEX InTERCEPTMicrosoft Purview Insider Risk Managementagainst: TeramindActivTrakno first choiceagainst: Teramind, Veriato
Three alternatives
Code42 Incydr, ManageEngine Log360, TeramindThree alternatives
Code42 Incydr, Teramind, Varonis Data Security PlatformSix alternatives
Code42 Incydr, DTEX InTERCEPT, Forcepoint DLP, Proofpoint, Securonix UEBA, Varonis Data Security PlatformTwo alternatives
Microsoft Purview Insider Risk Management, TeramindGrok 4.20Microsoft Purview Insider Risk Managementagainst: Exabeam, Varonis Data Security PlatformTeramindChangedagainst: DTEX InTERCEPT, Exabeam, Varonis Data Security PlatformMicrosoft Purview Insider Risk Management, Proofpoint Insider Threat ManagementMicrosoft Purview Insider Risk Managementagainst: ELK Stack, Forcepoint DLP, IBM Guardium, Nightfall AI, OSSEC, Securonix UEBA, Teramindno first choiceagainst: Microsoft Purview Insider Risk Management, Teramind, Varonis Data Security Platform
Four alternatives
Code42 Incydr, Cyberhaven, Safetica, TeramindThree alternatives
ActivTrak, Microsoft Purview Insider Risk Management, SafeticaFour alternatives
Code42 Incydr, Gurucul, Teramind, Varonis Data Security PlatformTwo alternatives
Apploye, SafeticaMistral SmallMicrosoft Purview Insider Risk ManagementVennChangedExabeamagainst: Cyberhaven, Microsoft Purview Insider Risk ManagementCoro, Microsoft Purview Insider Risk Managementno first choiceagainst: Coro, Metomic, Teramind, Veriato
Two alternatives
Teramind, Varonis Data Security PlatformFour alternatives
Cyberhaven, DTEX Systems, Illumio Zero Trust Segmentation (ZTS) Platform, ManageEngine Endpoint DLP PlusTen alternatives
Cisco, Code42 Incydr, DTEX InTERCEPT, Gurucul, IBM Guardium, Illumio Zero Trust Segmentation (ZTS) Platform, Mimecast, Netskope, Teramind, Varonis Data Security PlatformThree alternatives
ActivTrak, Apploye, TeramindDeepSeek V4 FlashMicrosoft Purview Insider Risk ManagementTeramindChangedagainst: DTEX InTERCEPT, Proofpoint, Varonis Data Security Platformno first choiceMicrosoft Purview Insider Risk ManagementMicrosoft Purview Insider Risk Managementagainst: DTEX InTERCEPT, Securonix UEBA, Varonis Data Security Platformagainst: Forcepoint DLP, Microsoft Purview Insider Risk Management
Four alternatives
Above Security, Code42 Incydr, Safetica, TeramindFour alternatives
Code42 Incydr, ManageEngine DLP Plus, Microsoft Purview Insider Risk Management, SafeticaEight alternatives
Code42 Incydr, Cyberhaven, DTEX Systems, Gurucul AI-Powered Insider Risk Management, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, Teramind, Varonis Data Security PlatformThree alternatives
ActivTrak, Coro, TeramindFive alternatives
Coro, Forcepoint DLP, Proofpoint ITM, Proofpoint Insider Threat Management, SafeticaLlama 4 MaverickMicrosoft Purview Insider Risk ManagementTeramindChangedno first choiceApployeno first choicenothing named
Four alternatives
Above Security, Code42 Incydr, DTEX Systems, TeramindFour alternatives
ActivTrak, Apploye, Forcepoint DLP, VeriatoTwo alternatives
ActivTrak, TeramindQwen 3.7 FlashMicrosoft Purview Insider Risk ManagementVaronis Data Security PlatformChangedMicrosoft Purview Insider Risk ManagementActivTrakno first choicenothing named
Three alternatives
Forcepoint DLP, OSense, Varonis Data Security PlatformThree alternatives
BigID, Exabeam, Microsoft Purview Insider Risk ManagementFour alternatives
OneTrust, Proofpoint Insider Risk Management, Splunk, Varonis Data Security PlatformThree alternatives
Apploye, Microsoft Purview Insider Risk Management, TeramindKimi K2Microsoft Purview Insider Risk ManagementSafeticaChangedagainst: DTEX InTERCEPTno first choiceMicrosoft Purview Insider Risk ManagementCyberhaven, DTEX Systems, Microsoft Purview Insider Risk Managementagainst: Teramindagainst: CleverControl, Hubstaff, Staffcop, Teramind, Time Doctor
Two alternatives
DTEX InTERCEPT, Proofpoint Insider Threat ManagementTwo alternatives
Code42 Incydr, Proofpoint ITMSeven alternatives
Cyberhaven, DTEX Systems, Forcepoint DLP, Incydr, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, TeramindFour alternatives
Apploye, OSQuery, Teramind, WazuhGLM 4.7 FlashXMicrosoft Purview Insider Risk Managementagainst: Apploye, Jazz, Proofpoint Insider Threat Management, Varonis Data Security PlatformProofpoint Insider Threat ManagementChangedCyberhaven, Nightfall AIApploye, Microsoft Purview Suite for Microsoft 365 Business Premiumno first choiceagainst: Microsoft Purview Insider Risk Management
Two alternatives
Safetica Intelligent Data Security Platform, TeramindThree alternatives
Code42 Incydr, Gurucul AI-Powered Insider Risk Management, Microsoft Purview Suite for M365 Business PremiumSeven alternatives
Above Security, DTEX InTERCEPT, Exabeam, Microsoft Purview Insider Risk Management, Securonix UEBA, Teramind, Varonis Data Security PlatformThree alternatives
DeskTrust, OSQuery, WazuhMiniMax M2.5Code42 Incydr, Teramindagainst: Proofpoint Insider Threat ManagementMicrosoft Purview Insider Risk ManagementChangedagainst: Proofpoint Insider Threat Managementno first choiceManageEngine Endpoint DLP Plus, Microsoft Purview Insider Risk Managementno first choicenothing named
One alternative
Microsoft Purview Insider Risk ManagementOne alternative
Code42 IncydrSeven alternatives
Cyberhaven, Exabeam, Living Security, Microsoft Purview Insider Risk Management, Securonix UEBA, Teramind, VennThree alternatives
Apploye, Insightful, SafeticaGPT-6 LunaCode42 IncydrMicrosoft Purview Insider Risk ManagementChangedno first choiceMicrosoft Purview Insider Risk Managementagainst: ActivTrak, Teramindno first choicenothing named
One alternative
Microsoft Purview Insider Risk ManagementOne alternative
Proofpoint Insider Threat ManagementSix alternatives
Code42 Incydr, Cyberhaven, DTEX InTERCEPT, Forcepoint Insider Risk, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat ManagementMuse Glimmer 30BMicrosoft Purview Insider Risk Management, Teramindagainst: Exabeam, Forcepoint DLP, VeriatoAbove SecurityChangedno first choiceagainst: CyberhavenActivTrak, Teramindno first choiceagainst: Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, Teramind, Veriato
Three alternatives
Above Security, DTEX InTERCEPT, Varonis Data Security PlatformThree alternatives
Code42 Incydr, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat ManagementThree alternatives
Apploye, Code42 Incydr, Microsoft Purview Insider Risk ManagementBold 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 10:12 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:05 | 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 12:12 | yes | 3 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:55 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:51 | yes | 8 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:52 | yes | 24 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:18 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 17 | 51 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:38 | yes | 13 | 225 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:17 | yes | 14 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:07 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:11 | yes | 14 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:44 | yes | 10 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:14 | yes | 5 | 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 12:50 | no | 0 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:13 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:08 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:22 | yes | 20 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:37 | no | 0 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:28 | yes | 20 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:47 | yes | 24 | 67 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:28 | yes | 23 | 57 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:23 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:40 | yes | 13 | 30 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:28 | yes | 13 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:14 | yes | 3 | 9 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 15:36 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:07 | yes | 10 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:05 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 19:03 | yes | 24 | 61 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:29 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:32 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:19 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:36 | yes | 25 | 151 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:51 | yes | 10 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:10 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:30 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:41 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 2 | 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 12:28 | yes | 4 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:35 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:42 | yes | 5 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:29 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:50 | yes | 20 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:28 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:19 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:44 | yes | 15 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:07 | yes | 13 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:38 | yes | 10 | 39 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:01 | yes | 3 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:39 | yes | 14 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:12 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:09 | no | 0 | 10 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 13:34 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:55 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:11 | yes | 14 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:01 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:57 | yes | 22 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:18 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:43 | yes | 10 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:13 | yes | 13 | 58 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:50 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:48 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:40 | yes | 15 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:54 | no | 0 | 5 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 09:24 | no | 0 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 15:58 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:19 | yes | 13 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:49 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 23 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | yes | 25 | 48 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:19 | yes | 24 | 56 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:04 | yes | 15 | 22 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:36 | no | 0 | 21 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:32 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:09 | yes | 14 | 23 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
DTEX read as DTEX InTERCEPT
Forcepoint read as Forcepoint DLP
Microsoft read as Microsoft Purview Insider Risk Management
Microsoft (Microsoft Sentinel & Defender) read as Microsoft Purview Insider Risk Management
Microsoft (Purview Insider Risk Management) read as Microsoft Purview Insider Risk Management
Microsoft Purview read as Microsoft Purview Insider Risk Management
Microsoft Purview IRM read as Microsoft Purview Insider Risk Management
Microsoft Purview Suite read as Microsoft Purview Insider Risk Management
Mimecast Incydr read as Code42 Incydr
Mimecast Incydr (formerly Code42 Incydr) read as Code42 Incydr
Proofpoint ObserveIT read as Proofpoint Insider Threat Management
Securonix read as Securonix UEBA
Splunk User Behavior Analytics read as Splunk UBA
Varonis read as Varonis Data Security Platform
Varonis Platform read as Varonis Data Security Platform
Varonis Unified Data Security Platform read as Varonis Data Security Platform
Unresolved, counted raw
CleverControl
Elastic free tier
Everfox
Forcepoint Dynamic User Protection / DLP
Haystax
InsiderRisk (Google)
ManageEngine DLP Plus
Microsoft Purview Suite for M365 Business Premium
Mimecast Code42 (Incydr)
OSense
Proofpoint Insider Risk Management
Splunk UEBA
Discontinued, still offered
No shut-down product was recommended here.