Data security posture management for enterprise buyers
Asked as “DSPM platform”, and as “sensitive data discovery and protection tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
20%
Contested · Varonis Data Security Platform 20%
20Microsoft Purview20Varonis Data Security Platform16BigID44others
20% of first choices, contested.
Since October 2026▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.Varonis Data Security Platform held the lead, −2 points on 22%, 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
Microsoft Purview30%Contested▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Purview25%Contested▲+7Since October 2026: 18% → 25%, +7 points. Inside the 11-point floor: within noise.Standing →Enterprise
Varonis Data Security Platform20%Contested▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.This page
Microsoft Purview30%Contested▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.Standing →Mid-marketMicrosoft Purview25%Contested▲+7Since October 2026: 18% → 25%, +7 points. Inside the 11-point floor: within noise.Standing →EnterpriseVaronis Data Security Platform20%Contested▼−2Since October 2026: 22% → 20%, −2 points. 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
01Varonis Data Security Platform20%14%63accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.22% → 20%
Varonis Data Security Platform20%14%63accepted challenger▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.22% → 20%02Microsoft Purview20%17%41accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 11-point floor: within noise.14% → 20%
Microsoft Purview20%17%41accepted challenger▲+6Since October 2026: 14% → 20%, +6 points. Inside the 11-point floor: within noise.14% → 20%03
BigID16%16%49accepted challenger▼−6Since October 2026: 22% → 16%, −6 points. Inside the 11-point floor: within noise.22% → 16%
BigID16%16%49accepted challenger▼−6Since October 2026: 22% → 16%, −6 points. Inside the 11-point floor: within noise.22% → 16%04
Cyera14%15%46accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%
Cyera14%15%46accepted challenger▼−4Since October 2026: 18% → 14%, −4 points. Inside the 11-point floor: within noise.18% → 14%05IBM Guardium6%19%16accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
06
Prisma Cloud6%18%11accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Prisma Cloud6%18%11accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%07
Wiz4%17%36accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Wiz4%17%36accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%08
Palo Alto Networks Cortex Cloud4%17%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Palo Alto Networks Cortex Cloud4%17%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%09
Sentra2%20%25accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Sentra2%20%25accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
12Zscaler DSPM0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
Securiti0%16%32accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%
Securiti0%16%32accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 11-point floor: within noise.6% → 0%11
Forcepoint DSPM0%0%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Forcepoint DSPM0%0%10accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Purview vs Varonis Data Security PlatformMicrosoft Purview vs Amazon MacieMicrosoft Purview vs SecuritiMicrosoft Purview vs IBM GuardiumCyera vs SentraCyera vs WizCyera vs Varonis Data Security PlatformCyera vs Amazon MacieCyera vs SecuritiCyera vs IBM GuardiumSentra vs WizSentra vs Varonis Data Security PlatformSentra vs Amazon MacieSentra vs SecuritiSentra vs IBM GuardiumWiz vs Varonis Data Security PlatformWiz vs Amazon MacieWiz vs SecuritiWiz vs IBM GuardiumVaronis Data Security Platform vs Amazon MacieVaronis Data Security Platform vs SecuritiVaronis Data Security Platform vs IBM GuardiumAmazon Macie vs SecuritiAmazon Macie vs IBM GuardiumSecuriti vs IBM Guardium
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 →
01020304I05
060708091011Z12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Varonis Data Security Platform20%
Varonis Data Security Platform20%02Microsoft Purview20%
Microsoft Purview20%03BigID16%
BigID16%04Cyera14%
Cyera14%05IBM Guardium6%
06Prisma Cloud6%
Prisma Cloud6%07Wiz4%
Wiz4%08Palo Alto Networks Cortex Cloud4%
Palo Alto Networks Cortex Cloud4%09Sentra2%
Sentra2%10Securiti0%
Securiti0%11Forcepoint DSPM0%
Forcepoint DSPM0%12Zscaler DSPM0%
What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Varonis Data Security Platform14%
9 of 63 labels negative · 9 of 14 models · 2 hard negative
“First-Generation/First-Wave DSPM Tools to Avoid ... 1. Varonis - Complexity issues: Users report overwhelming setup and management complexity” MiniMax M2.5, negative prompt
BigID16%
8 of 49 labels negative · 6 of 14 models · 2 hard negative
“False negatives: Users report significant issues with inaccurate detection” MiniMax M2.5, negative prompt
Microsoft Purview17%
7 of 41 labels negative · 5 of 14 models · 1 hard negative
“you may want to avoid purely Pay-As-You-Go models (such as the base tiers of Microsoft Purview or Amazon Macie)” Qwen 3.7 Flash, budget prompt
Securiti16%
5 of 32 labels negative · 5 of 14 models
“Securiti is now part of Veeam... That's not a quality judgment; it's a reason to get clear commitments on roadmap, support” GPT-6 Luna, 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
79 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. 909 links across 181 sites, every framing counted. Ranked by the number of answers carrying the site or page. 29 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 · Forcepoint42 answers · 57 citations · 12 models
34 answers · 35 citations · 12 models
vendor site · Fortra26 answers · 31 citations · 10 models
vendor site · G225 answers · 35 citations · 11 models
vendor site · Microsoft21 answers · 40 citations · 10 models
21 answers · 26 citations · 11 models
20 answers · 20 citations · 10 models
19 answers · 21 citations · 9 models
18 answers · 20 citations · 10 models
18 answers · 18 citations · 8 models
18 answers · 18 citations · 8 models
vendor site · Varonis17 answers · 21 citations · 8 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.
34 answers · 12 models
20 answers · 10 models
20 answers · 10 models
18 answers · 8 models
17 answers · 8 models
17 answers · 9 models
14 answers · 7 models
13 answers · 10 models
13 answers · 8 models
13 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 dspm platform”, “dspm platform”, “dspm platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Varonis Data Security Platform varonis.com | 20% | 224 | 210 | 2 | 136,629 | 12 | 7 | |
| Microsoft parent site Microsoft Purview 20% | 20% | 514 | 2,240,000 | 403,136 | ||||
| BigID bigid.com | 16% | 159 | 2,400 | 104 | 13,995 | 50 | 6 | |
| Cyera cyera.com | 14% | 159 | 12,100 | 325 | 12,612 | 49 | 1 | |
| IBM parent site IBM Guardium 6% | 6% | 49 | 201,000 | 34,098 | ||||
| Prisma prismacloud.io Prisma Cloud 6% | 6% | 440 | 1,300 | 97 | 2,039 | |||
| Wiz wiz.io | 4% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | |
| Palo Alto Networks parent site Palo Alto Networks Cortex Cloud 4% | 4% | 273 | 40,500 | 1,088 | ||||
| Sentra sentra.io | 2% | 83 | 14,800 | 40,086 | 7,605 | 0 | 8 | |
| Rubrik rubrik.com | 2% | 22 | 22,200 | 1,210 | 63,198 | 44 |
Google's top ten for the three searches hold 23 sites; 4 of them are among the sites the models cited here (aimultiple.com, g2.com, gartner.com, varonis.com). The first result for “best dspm platform” is mend.io.
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 DSPM platform for an enterprise B2B company?”Paraphrase“Which sensitive data discovery and protection tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade DSPM platforms and how do they differ?”Budget-constrained“What is the best DSPM platform 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 a DSPM platform. What should we look at?”Negative“Which DSPM platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Thales CipherTrust DSPMno first choiceChangedSecuritiPrisma Cloud, Risk Finderno first choiceagainst: Microsoft Defender for Cloud, Microsoft Purview, Palo Alto Networks Prisma Cloud DSPM, Sentra, Wiz DSPM
Four alternatives
BigID, Cyera, Forcepoint DSPM, SentraSeven alternatives
BigID, Cyera, Microsoft Purview, Prisma Cloud, Sentra, Thales, Varonis Data Security PlatformOne alternative
Open RavenGPT-5.4 miniSentraCyeraChangedVaronis Data Security PlatformRubrik, Varonis Data Security Platformno first choicenothing named
Three alternatives
Concentric AI, Securiti, Varonis Data Security PlatformThree alternatives
Microsoft Purview, Thales CipherTrust DSPM, Varonis Data Security PlatformFive alternatives
Cyera, Proofpoint DSPM, Rubrik, Securiti, WizTwo alternatives
Cyera, WizGemini 3.5 FlashCyeraMicrosoft PurviewChangedCyeraPalo Alto Networks Cortex Cloud, Wizagainst: Amazon Macieno first choiceagainst: Dig Security, Flow Security, Laminar, Normalyze, Polar Security, Securiti
Four alternatives
Palo Alto Networks Cortex Cloud, Securiti, Varonis Data Security Platform, WizFive alternatives
BigID, Cyera, Netskope, Palo Alto Networks Cortex Cloud, Varonis Data Security PlatformSeven alternatives
BigID, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Varonis Data Security Platform, WizSix alternatives
Cyera, Microsoft Defender for Cloud, Microsoft Purview, Securiti, Sentra, Varonis Data Security PlatformPerplexity SonarBigIDBigIDHeldVaronis Data Security PlatformMicrosoft Purviewno first choiceagainst: BigID, Microsoft Purview, Netskope, Prisma Cloud, Rubrik DSPM, Securiti, Wiz DSPM, Zscaler DSPM
Four alternatives
Cyera, Microsoft Purview, Thales, Varonis Data Security PlatformFive alternatives
Ground Labs Enterprise Recon, IBM Guardium, Microsoft Purview, Spirion, Varonis Data Security PlatformSeven alternatives
BigID, Cyera, Forcepoint DSPM, Microsoft Purview, Prisma Cloud, Securiti, SentraOne alternative
Varonis Data Security PlatformGrok 4.20BigID, IBM GuardiumVaronis Data Security PlatformChangedWizagainst: IBM GuardiumVaronis Data Security Platformagainst: BigID, Cyera, Palo Alto Networks Cortex Cloud, Securiti, Sentra, WizBigID, Cyeraagainst: Amazon Macie, BigID, Cyera, Google DLP, Open Raven, Polymer, Sentra, Symmetry Systems, Tenable Eureka, Varonis Data Security Platform, Wiz
Two alternatives
Securiti, Varonis Data Security PlatformFive alternatives
Cyberhaven, IBM Guardium, Microsoft Purview, Securiti, Thales CipherTrust Data Security PlatformSeven alternatives
BigID, Cyera, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Varonis Data Security PlatformOne alternative
Microsoft PurviewTwo alternatives
Microsoft Purview, Proofpoint DSPMMistral SmallCyera DSPM Platform, Prisma Cloudno first choiceChangedno first choiceMicrosoft Purviewno first choiceagainst: IBM Guardium, Microsoft Purview, Netskope, Varonis Data Security Platform
Three alternatives
Forcepoint DSPM, Varonis Data Security Platform, WizTwo alternatives
Fortra, WizDeepSeek V4 FlashCyera, Varonis Data Security PlatformVaronis Data Security PlatformChangedagainst: CyeraBigID, Cyera, WizMicrosoft Purviewagainst: Amazon Macie, BigID, Cyera, Sentra, Wiz DSPMno first choiceagainst: Amazon Macie, BigID, CrowdStrike, Cyera, Varonis Data Security Platform, Wiz
Three alternatives
BigID, Prisma Cloud, WizTwo alternatives
BigID, Microsoft PurviewSeven alternatives
Concentric AI, IBM Verify, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Thales, Varonis Data Security PlatformOne alternative
Varonis Data Security PlatformLlama 4 Maverickno first choiceIBM GuardiumChangedno first choiceno first choiceno first choiceagainst: Druva Data Security Cloud, IBM Guardium, Varonis Data Security Platform
Qwen 3.7 FlashPalo Alto Networks Cortex CloudVaronis Data Security PlatformChangedBigIDagainst: Microsoft Defender, Microsoft PurviewBigID, Varonis Data Security Platformagainst: Amazon Macie, Microsoft Purviewno first choiceagainst: BigID, Microsoft Purview, Palo Alto Networks Cortex Cloud, Splunk DAST/DSPM modules, Varonis Data Security Platform, Wiz
Four alternatives
BigID, Microsoft, Secoda, Varonis Data Security PlatformFour alternatives
DoControl, IBM Guardium, Microsoft Purview, Nightfall.aiFour alternatives
Cyera, Normalyze, Securiti, Varonis Data Security PlatformKimi K2BigID, CyeraVaronis Data Security PlatformChangedCyeraagainst: Microsoft Defender for CloudMicrosoft Purviewagainst: Cyerano first choiceagainst: BigID, Concentric AI, Rubrik, Securiti, Sentra, Varonis Data Security Platform, Wiz DSPM Module
Two alternatives
Varonis Data Security Platform, WizTwo alternatives
BigID, Microsoft PurviewThree alternatives
BigID, Varonis Data Security Platform, WizOne alternative
Varonis Data Security PlatformGLM 4.7 FlashXPrisma Cloud, WizBigIDChangedCyera, WizMicrosoft Purviewagainst: Varonis Data Security Platformno first choiceagainst: Microsoft Purview, Prisma Cloud, Satori
Three alternatives
BigID, Cyera, Varonis Data Security PlatformTwo alternatives
Microsoft Purview, Varonis Data Security PlatformFive alternatives
BigID, Microsoft Purview, Open Raven, Orca Security, Varonis Data Security PlatformOne alternative
WizMiniMax M2.5IBM GuardiumMicrosoft PurviewChangedno first choiceMicrosoft Purviewno first choiceagainst: BigID, Varonis Data Security Platform, Zscaler DSPM
Four alternatives
Cyera, Forcepoint DSPM, Orca Security, Varonis Data Security PlatformThree alternatives
Forcepoint DSPM, IBM Guardium, Varonis Data Security PlatformThree alternatives
Proofpoint DSPM, TrustLogix, Varonis Data Security PlatformGPT-6 LunaCyeraVaronis Data Security PlatformChangedno first choiceagainst: Thales CipherTrust DSPMMicrosoft Purviewno first choiceagainst: Palo Alto Networks Cortex Cloud, Securiti, Wiz
Three alternatives
BigID, Varonis Data Security Platform, WizTwo alternatives
BigID, Microsoft PurviewNine alternatives
BigID, Cyera, IBM Guardium, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Varonis Data Security Platform, Veeam, WizMuse Glimmer 30BCyera, Varonis Data Security PlatformBigIDChangedCyeraMicrosoft Purviewagainst: Cyera, Varonis Data Security Platform, Wizno first choiceagainst: Druva Data Security Cloud, Proofpoint DSPM, Skyhigh Security
Six alternatives
BigID, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Upwind, WizThree alternatives
IBM Guardium, Microsoft Purview, Varonis Data Security PlatformSix alternatives
BigID, IBM Guardium, OpenText, Thales, Varonis Data Security Platform, Wiz DSPMBold 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 13:45 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:17 | yes | 1 | 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 14:19 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:12 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:40 | yes | 13 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:25 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:13 | yes | 24 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:38 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:23 | no | 0 | 26 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:09 | yes | 10 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 23 | 178 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:14 | yes | 5 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:43 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:03 | yes | 19 | 28 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:50 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:23 | yes | 4 | 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 14:48 | yes | 12 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:51 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:42 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:32 | no | 0 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:56 | yes | 24 | 40 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:01 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:45 | yes | 20 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:01 | yes | 9 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:21 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:17 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:53 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:36 | yes | 15 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:33 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:08 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:19 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:56 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:13 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:33 | yes | 24 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:58 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:03 | yes | 14 | 49 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:53 | yes | 18 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:41 | yes | 18 | 77 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:33 | yes | 5 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:38 | yes | 11 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:50 | yes | 13 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:57 | yes | 19 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:52 | 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 12:04 | yes | 8 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 13:46 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:29 | yes | 20 | 17 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:25 | yes | 20 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:05 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:46 | yes | 5 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 9 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:05 | yes | 22 | 61 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:05 | yes | 12 | 47 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:14 | yes | 2 | 25 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:29 | yes | 18 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:22 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:48 | yes | 7 | 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 19:13 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:38 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:49 | yes | 15 | 18 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:57 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:09 | yes | 19 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:02 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | yes | 5 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:32 | yes | 23 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:49 | yes | 20 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:04 | yes | 18 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:23 | yes | 4 | 37 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:21 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:10 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:53 | yes | 3 | 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 14:18 | yes | 10 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:17 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:10 | yes | 13 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:31 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:11 | yes | 20 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:06 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:49 | yes | 10 | 53 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:23 | yes | 21 | 25 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:10 | yes | 19 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 22 | 94 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:12 | yes | 4 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:39 | yes | 17 | 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.
ShowHide
Category-scoped readings
AWS Macie read as Amazon Macie
Forcepoint read as Forcepoint DSPM
IBM read as IBM Guardium
IBM Guardium Data Protection read as IBM Guardium
Microsoft Purview DSPM read as Microsoft Purview
Microsoft Purview Information Protection read as Microsoft Purview
Palo Alto read as Palo Alto Networks Cortex Cloud
Palo Alto (Cortex/Prisma) read as Palo Alto Networks Cortex Cloud
Palo Alto (Dig) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Cortex/Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Dig Security) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Enterprise DLP) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud / Dig Security) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud DSPM / Dig Security) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Proofpoint read as Proofpoint DSPM
Securiti AI read as Securiti
Securiti.ai read as Securiti
Thales DSPM read as Thales CipherTrust DSPM
Varonis read as Varonis Data Security Platform
Varonis Platform read as Varonis Data Security Platform
Zscaler read as Zscaler DSPM
Unresolved, counted raw
Bedrock Data
Cyera DSPM Platform
Getvisibility
Nightfall.ai
Palo Alto Networks Prisma Cloud DSPM
Risk Finder
Rubrik DSPM
Splunk DAST/DSPM modules
Tenable Eureka
Titus/Fastly
TrustLogix
Wiz DSPM Module
Discontinued, still offered
No shut-down product was recommended here.