Insider risk management
Asked as “insider risk management tool”, and as “insider threat platform”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
22%
Contested · Above Security 17%
22Microsoft Purview Insider Risk Management17Above Security13Code42 Incydr48others
22% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
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
02
03
04
05
06
07
08
09S10
11G12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft Purview Insider Risk Management22%
02Above Security17%
Above Security17%03Code42 Incydr13%
Code42 Incydr13%04Proofpoint Insider Threat Management4%
Proofpoint Insider Threat Management4%05Microsoft Purview2%
Microsoft Purview2%06Teramind2%
Teramind2%07Cyberhaven2%
Cyberhaven2%08DTEX InTERCEPT0%
DTEX InTERCEPT0%09Varonis Data Security Platform0%
Varonis Data Security Platform0%10Securonix UEBA0%
11DTEX Systems0%
DTEX Systems0%12Gurucul0%
What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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.
Teramind27%
9 of 33 labels negative · 7 of 12 models · 4 hard negative
“Teramind, Veriato, and Coro/Metomic, which are not recommended for large enterprises due to performance issues or limited features” Llama 4 Maverick, negative prompt
Proofpoint Insider Threat Management19%
5 of 27 labels negative · 4 of 12 models
“Potential concerns: Ecosystem dependency (Proofpoint suite), may be less suited for non-Proofpoint environments; session recording can raise privacy concerns.” GLM 4.7 FlashX, negative prompt
DTEX InTERCEPT17%
4 of 23 labels negative · 3 of 12 models · 1 hard negative
“What I'd Avoid for Your Size: ... Enterprise-grade (1,000+ seats minimum), custom quotes often $150K+ annually” DeepSeek V4 Flash, paraphrase prompt
Varonis Data Security Platform24%
5 of 21 labels negative · 3 of 12 models · 1 hard negative
“Varonis alone starts in the six figures” DeepSeek V4 Flash, paraphrase prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1063 links across 172 sites, every framing counted. Ranked by the number of answers carrying the site or page.
52 answers · 118 citations · 12 models
35 answers · 53 citations · 12 models
vendor site · Microsoft32 answers · 40 citations · 10 models
vendor site · Nightfall29 answers · 29 citations · 11 models
vendor site · Exabeam25 answers · 45 citations · 10 models
vendor site · Living Security23 answers · 30 citations · 11 models
22 answers · 22 citations · 10 models
vendor site · Cyberhaven21 answers · 27 citations · 10 models
21 answers · 21 citations · 9 models
vendor site · Breachsense20 answers · 20 citations · 11 models
20 answers · 20 citations · 9 models
18 answers · 29 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 · 12 models
29 answers · 10 models
29 answers · 10 models
26 answers · 12 models
25 answers · 10 models
22 answers · 10 models
21 answers · 9 models
20 answers · 11 models
20 answers · 8 models
19 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best 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 22%, Microsoft Purview 2%, Microsoft Defender for Cloud Apps 2%, Microsoft Purview Insider Risk 2% | 28% | 438 | 2,240,000 | 403,136 | ||||
| Above Security above.security | 17% | 52 | 390 | 178 | 172 | 7 | ||
| Code42 Incydr mimecast.com | 13% | 68 | 110 | 6 | 148,929 | 21 | ||
| E-Monitor | 7% | 210 | 206 | |||||
| Coro coro.net | 7% | 111 | 49,500 | 4,833 | 3,791 | 3 | ||
| Proofpoint parent site Proofpoint Insider Threat Management 4% | 4% | 61 | 27,100 | 1,488 | ||||
| SolarWinds parent site SolarWinds Security Event Manager 4% | 4% | 28 | 14,800 | 1,396 | ||||
| Safetica safetica.com Safetica 2%, Safetica Intelligent Data Security Platform 2% | 4% | 120 | 170 | 10 | 515 | 4 | ||
| Kickidler kickidler.com Kickidler DLP 2%, Kickidler 2% | 4% | 18 | 10 | 0 | 5,333 | 2 | ||
| Teramind teramind.co | 2% | 108 | 5,400 | 119 | 19,425 | $518 | 48 | 2 |
Google's top ten for the three searches hold 17 sites; 4 of them are among the sites the models cited here (cyberhaven.com, exabeam.com, gartner.com, learn.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 4.5Teramindno first choiceChangedno first choiceno first choiceno first choiceagainst: Microsoft Purview
Three alternatives
Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, Varonis Data Security PlatformGPT-5.4 miniMicrosoft Purview Insider Risk ManagementProofpoint Insider Threat ManagementChangedMicrosoft Purview Insider Risk ManagementMicrosoft Purview Insider Risk Managementno first choicenothing named
Two alternatives
Teramind, Varonis Data Security PlatformTwo alternatives
Microsoft Purview Insider Risk Management, Varonis Unified Data Security PlatformSix alternatives
DTEX InTERCEPT, Incydr, Proofpoint Insider Threat Management, Securonix UEBA, Teramind, Varonis Unified Data Security PlatformOne alternative
Proofpoint Insider Threat ManagementGemini 3.5 FlashCyberhavenCode42 IncydrChangedagainst: TeramindCyberhavenMicrosoft Purview Insider Risk Managementagainst: Cyberhaven, DTEX InTERCEPT, Proofpoint ITMno first choicenothing named
Four alternatives
Code42 Incydr, Microsoft Purview Insider Risk Management, Safetica, TeramindTwo alternatives
Cyberhaven, SafeticaFour alternatives
Code42 Incydr, DTEX Systems, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat ManagementThree alternatives
ActivTrak, Teramind, WazuhTwo alternatives
Google Workspace native tools, Microsoft PurviewPerplexity SonarAbove SecurityUpGuardChangedagainst: DTEX Systemsno first choiceMicrosoft Purview Insider Risk Managementno first choiceagainst: Coro, Metomic, Veriato
Four alternatives
Code42 Incydr, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, Varonis Data Security PlatformTwo alternatives
Microsoft Purview Insider Risk Management, Varonis Data Security PlatformThree alternatives
ActivTrak, Coro, CurrentWare Insider Threat DetectionGrok 4.1 FastCode42 Incydr, Proofpoint Insider Threat ManagementSolarWinds Security Event ManagerChangedno first choiceagainst: TeramindMicrosoft Purview Insider Risk Managementagainst: OSSEC, OpenDLPMicrosoft Purview Insider Riskagainst: DTEX Systems, Forcepoint DLP, Netwrix Auditor, Proofpoint Insider Threat Management, Securonix UEBA, Varonis Data Security Platform
Three alternatives
DTEX InTERCEPT, Microsoft Purview Insider Risk Management, SafeticaThree alternatives
Above Security, Microsoft Purview Insider Risk Management, Netwrix AuditorThree alternatives
Coro, Safetica, TeramindFour alternatives
Code42 Incydr, DTEX InTERCEPT, Proofpoint Insider Threat Management, Varonis Data Security PlatformMistral SmallAbove SecuritySolarWinds Security Event ManagerChangedagainst: Exabeam, Nightfall AIMicrosoft Purview Insider Risk Management, Varonis PlatformCoro, Microsoft Purviewno first choicenothing named
Two alternatives
Code42, DTEX SystemsOne alternative
Netwrix AuditorSix alternatives
Code42 Incydr, DTEX Systems, Gurucul, Proofpoint Insider Threat Management, Splunk, TeramindOne alternative
Above SecurityDeepSeek V4 FlashCode42 Incydragainst: TeramindMicrosoft Purview Insider Risk ManagementChangedagainst: DTEX InTERCEPT, Gurucul, Securonix UEBA, Teramind, Varonis Data Security PlatformMicrosoft Purview Insider Risk ManagementE-Monitorno first choiceagainst: DTEX InTERCEPT, Gurucul, Teramind, Trellix Insider Risk Management, Varonis Data Security Platform
Three alternatives
Above Security, Coro Insider Risk, Microsoft Purview Insider Risk ManagementOne alternative
Code42 IncydrEight alternatives
Code42 Incydr, DTEX Systems, Forcepoint Insider Threat, Proofpoint ITM, Securonix UEBA, Splunk UBA, Teramind, Varonis Data Security PlatformFive alternatives
ActivTrak, AnySecura Insider Risk Management, InterGuard, Kickidler DLP, Time ChampLlama 4 MaverickAbove Securityno first choiceChangedno first choiceno first choiceno first choiceagainst: Coro, Metomic, Teramind, Veriato
Four alternatives
Code42, DTEX InTERCEPT, Gurucul, Securonix UEBAQwen 3.7 FlashAbove SecurityMicrosoft Defender for Cloud AppsChangedVaronis Data Security PlatformEmpMonitorno first choicenothing named
Two alternatives
DTEX InTERCEPT, Microsoft PurviewThree alternatives
CyberArk, Exabeam, NetskopeThree alternatives
BigID, Exabeam, OneTrustThree alternatives
ActivTrak, E-Monitor, Microsoft PurviewKimi K2Microsoft Purview Insider Risk ManagementMicrosoft Purview Insider Risk ManagementHeldno first choiceE-Monitor, Kickidleragainst: MyDLPno first choiceagainst: DTEX Systems, Proofpoint Insider Threat Managementagainst: ActivTrak, Hubstaff, Teramind
Three alternatives
Code42 Incydr, DTEX InTERCEPT, Proofpoint Insider Threat ManagementThree alternatives
Code42 Incydr, Proofpoint Insider Threat Management, TeramindTwo alternatives
Microsoft Purview Insider Risk Management, OSSECFour alternatives
Above Security, Code42 Incydr, Forcepoint DLP, Microsoft PurviewGLM 4.7 FlashXSafetica Intelligent Data Security Platformagainst: Varonis Data Security PlatformCode42 IncydrChangedno first choiceCoroAbove Securityagainst: Cyberhaven, DTEX InTERCEPT, Elevate Security, Microsoft Purview Insider Risk Management, Proofpoint Insider Threat Management, SenseOn, Teramind, Varonis Data Security Platform
Three alternatives
Code42 Incydr, Microsoft Purview Insider Risk Management, TeramindTwo alternatives
Proofpoint Insider Threat Management, TeramindFour alternatives
CurrentWare, Microsoft Purview Insider Risk Management, Velociraptor, WazuhFour alternatives
Code42 Incydr, DTEX Systems, Microsoft Purview, Securonix UEBAMiniMax M2.5Above Security, SafeticaNetwrix AuditorChangedDTEX InTERCEPTCorono first choicenothing named
Two alternatives
Teramind, UpGuardThree alternatives
Code42 Incydr, Exabeam, Varonis Data Security PlatformThree alternatives
Code42 Incydr, Cyberhaven, Microsoft Purview Insider Risk ManagementTwo alternatives
Metomic, Microsoft PurviewFour alternatives
DTEX InTERCEPT, Microsoft Purview, Securonix UEBA, Varonis Data Security PlatformBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:04 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:31 | yes | 4 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:14 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:21 | yes | 23 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:42 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:12 | yes | 19 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:10 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:22 | yes | 9 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:56 | yes | 18 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:22 | yes | 22 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:32 | yes | 6 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:25 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:34 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:15 | yes | 16 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:59 | yes | 16 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:03 | yes | 19 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:57 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:57 | yes | 15 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:57 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:51 | no | 0 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:39 | yes | 25 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:55 | yes | 22 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:54 | yes | 18 | 45 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:50 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:30 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:53 | yes | 17 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:18 | yes | 19 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:59 | yes | 21 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:31 | yes | 10 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:07 | yes | 22 | 59 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:09 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:58 | yes | 21 | 64 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:57 | yes | 25 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:28 | yes | 20 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:26 | yes | 15 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:45 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:32 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:44 | yes | 16 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:03 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:36 | yes | 21 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:10 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:26 | yes | 23 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:03 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:47 | yes | 14 | 47 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:49 | yes | 20 | 21 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:46 | yes | 23 | 48 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:01 | yes | 5 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:05 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:40 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:31 | yes | 6 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:35 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:53 | yes | 17 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:46 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:34 | yes | 17 | 90 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:54 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:57 | yes | 23 | 37 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:20 | yes | 23 | 64 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:16 | yes | 10 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:27 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:13 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:51 | yes | 15 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:52 | yes | 22 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:00 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:48 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:51 | yes | 24 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:33 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:00 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:21 | yes | 22 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 14 | 41 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
DTEX read as DTEX InTERCEPT
DTEX Platform read as DTEX InTERCEPT
Forcepoint read as Forcepoint DLP
Mimecast Incydr read as Code42 Incydr
Mimecast Incydr (formerly Code42 Incydr) read as Code42 Incydr
Proofpoint Insider Threat read as Proofpoint Insider Threat Management
Proofpoint Insider Threat Management, formerly ObserveIT read as Proofpoint Insider Threat Management
Proofpoint ObserveIT read as Proofpoint Insider Threat Management
Securonix read as Securonix UEBA
Varonis read as Varonis Data Security Platform
Unresolved, counted raw
AktivTrak
AnySecura Insider Risk Management
Coro Insider Risk
Elevate Security
Fortanix
GitHub Insider Threat Projects
Google Workspace native tools
Incydr (Code42)
Insider Threat Detection Tool (GitHub)
Insider Threat Matrix (GitHub)
Insider Threat Monitor (GitHub)
RVRed Vector FULCRUM
Symantec (Broadcom) Insider Risk Management
Trellix Insider Risk Management
Varonis Platform
Discontinued, still offered
No shut-down product was recommended here.