Data security posture management
Asked as “DSPM platform”, and as “sensitive data discovery and protection tool”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
25%
Contested · Cyera 19%
25Microsoft Purview19Cyera10Sentra46others
25% of first choices, contested.
Since October 2026▲+7Since October 2026: 18% → 25%, +7 points. Inside the 11-point floor: within noise.Microsoft Purview held the lead, +7 points on 18%, 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.This pageEnterprise
Varonis Data Security Platform20%Contested▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseVaronis Data Security Platform20%Contested▼−2Since October 2026: 22% → 20%, −2 points. Inside the 11-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Purview25%0%37accepted challenger▲+7Since October 2026: 18% → 25%, +7 points. Inside the 11-point floor: within noise.18% → 25%
Microsoft Purview25%0%37accepted challenger▲+7Since October 2026: 18% → 25%, +7 points. Inside the 11-point floor: within noise.18% → 25%02
Cyera19%14%43accepted challenger▲+11Since October 2026: 8% → 19%, +11 points. Past the 11-point floor: movement.8% → 19%
Cyera19%14%43accepted challenger▲+11Since October 2026: 8% → 19%, +11 points. Past the 11-point floor: movement.8% → 19%03
Sentra10%6%32accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%
Sentra10%6%32accepted challenger▼−6Since October 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise.16% → 10%04
Wiz10%21%39accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise.10% → 10%
Wiz10%21%39accepted challenger=heldSince October 2026: 10% → 10%, ±0 points. Inside the 11-point floor: within noise.10% → 10%05Varonis Data Security Platform8%39%46criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
Varonis Data Security Platform8%39%46criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%06Amazon Macie6%18%11accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
07
Securiti2%5%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Securiti2%5%22accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%08IBM Guardium2%27%15criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Show the three products at 0%, ordered by negative rate
11
Prisma Cloud0%60%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Prisma Cloud0%60%10criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
BigID0%33%42criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
BigID0%33%42criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Palo Alto Networks Cortex Cloud0%8%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Palo Alto Networks Cortex Cloud0%8%12accepted 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
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 →
0102030405A06
07I08
091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Microsoft Purview25%
Microsoft Purview25%02Cyera19%
Cyera19%03Sentra10%
Sentra10%04Wiz10%
Wiz10%05Varonis Data Security Platform8%
Varonis Data Security Platform8%06Amazon Macie6%
07Securiti2%
Securiti2%08IBM Guardium2%
09BigID0%
BigID0%10Palo Alto Networks Cortex Cloud0%
Palo Alto Networks Cortex Cloud0%11Prisma Cloud0%
Prisma Cloud0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
BigID33%
14 of 42 labels negative · 10 of 14 models · 2 hard negative
“What to Avoid on a Tight Budget ... (Varonis, Cyera, BigID, Wiz, Palo Alto Prisma Cloud) are premium enterprise tools” Kimi K2, budget prompt
Varonis Data Security Platform39%
18 of 46 labels negative · 9 of 14 models · 4 hard negative
“Avoid full suites like Varonis, Cyera, or Palo Alto Prisma unless you negotiate a minimal pilot—these often exceed SMB budgets.” Grok 4.20, budget prompt
Wiz21%
8 of 39 labels negative · 8 of 14 models · 1 hard negative
“Wiz Essential starts around $24,000 ... reviewers note complex licensing and overwhelming feature sets for smaller teams” Kimi K2, budget prompt
Cyera14%
6 of 43 labels negative · 6 of 14 models · 3 hard negative
“What to Avoid on a Tight Budget ... (Varonis, Cyera, BigID, Wiz, Palo Alto Prisma Cloud) are premium enterprise tools” Kimi K2, budget 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
77 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. 878 links across 178 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 · Forcepoint33 answers · 48 citations · 12 models
29 answers · 29 citations · 11 models
vendor site · G225 answers · 40 citations · 12 models
21 answers · 23 citations · 8 models
21 answers · 22 citations · 9 models
20 answers · 28 citations · 11 models
vendor site · Sentra19 answers · 31 citations · 10 models
19 answers · 20 citations · 9 models
19 answers · 19 citations · 10 models
17 answers · 19 citations · 8 models
vendor site · Upwind17 answers · 17 citations · 9 models
16 answers · 16 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.
29 answers · 11 models
19 answers · 10 models
18 answers · 11 models
18 answers · 9 models
17 answers · 9 models
16 answers · 7 models
15 answers · 9 models
15 answers · 6 models
14 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 |
|---|---|---|---|---|---|---|---|---|
| Microsoft parent site Microsoft Purview 25%, Microsoft Presidio 0% | 25% | 514 | 2,240,000 | 403,136 | ||||
| Cyera cyera.com | 19% | 159 | 12,100 | 325 | 12,612 | 49 | 1 | |
| Sentra sentra.io | 10% | 83 | 14,800 | 40,086 | 7,605 | 0 | 8 | |
| Wiz wiz.io | 10% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | |
| Varonis Data Security Platform varonis.com | 8% | 224 | 210 | 2 | 136,629 | 12 | 7 | |
| Amazon parent site Amazon Macie 6% | 6% | 39 | 151,000,000 | 1,380,939 | ||||
| Safetica safetica.com Safetica 2%, Safetica Intelligent Data Security Platform 2% | 4% | 38 | 170 | 10 | 515 | 4 | ||
| Securiti securiti.ai | 2% | 92 | 8,100 | 905,063 | 79,233 | 6 | ||
| Concentric AI concentric.ai | 2% | 24 | 1,300 | 32 | 4,059 | 50 | ||
| Microsoft Defender microsoft.com Microsoft Defender for Cloud 2% | 2% | 659 | 18,100 | 3,525 | 145,358,109 company | $12,455 | 103 |
Google's top ten for the three searches hold 23 sites; 5 of them are among the sites the models cited here (aimultiple.com, g2.com, gartner.com, sentra.io, trustradius.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 a mid-market B2B company?”Paraphrase“Which sensitive data discovery and protection tool would you recommend to a mid-sized B2B company?”Comparative“What are the top DSPM platforms and how do they differ?”Budget-constrained“What is the best DSPM platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a DSPM platform. What should we look at?”Negative“Which DSPM platforms should I avoid or be cautious about?”
Claude Haiku 4.5SentraSafeticaChangedno first choiceCyerano first choiceagainst: BigID
Two alternatives
Cyera, NetwrixThree alternatives
Ground Labs Enterprise Recon, Microsoft Purview, SecodaTwo alternatives
Sentra, Wiz DSPMGPT-5.4 miniSentraMicrosoft PurviewChangedBigIDagainst: Prisma Cloud, WizConcentric AIagainst: Forcepoint DSPMno first choiceagainst: Forcepoint DSPM
Three alternatives
BigID, Rubrik, TenableTwo alternatives
Rubrik, Varonis Data Security PlatformFive alternatives
Cyera, Microsoft Purview, Securiti, Sentra, Varonis Data Security PlatformOne alternative
ArexdataGemini 3.5 FlashCyeraCyeraHeldCyeraAmazon Macie, Microsoft Defender for Cloud, Microsoft Purviewagainst: BigID, Cyera, Varonis Data Security Platformno first choiceagainst: Microsoft Defender for Cloud, Upwind, Varonis Data Security Platform, Wiz
Three alternatives
Concentric AI, Sentra, WizFour alternatives
Metomic, Microsoft Purview, Nightfall AI, WizEight alternatives
BigID, Defender, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Varonis Data Security Platform, WizSix alternatives
Concentric AI, Google Cloud Sensitive Data Protection, Netwrix 1Secure, Nightfall AI, Orca Security, WizPerplexity SonarCyeraVaronis Data Security PlatformChangedno first choiceWiz DSPMno first choicenothing named
Four alternatives
BigID, Microsoft Purview, Sentra, Varonis Data Security PlatformSix alternatives
BigID, Forcepoint DSPM, Metomic, Microsoft Purview, Safetica, SecuritiTen alternatives
BigID, Cyera, Forcepoint DSPM, Microsoft Purview, Palo Alto Networks Cortex Cloud, Rubrik, Securiti, Sentra, Varonis Data Security Platform, WizThree alternatives
Microsoft Purview, Netwrix 1Secure, Open RavenGrok 4.20Wizagainst: IBM Guardium, Varonis Data Security PlatformMicrosoft PurviewChangedagainst: Mage, Nightfall AI, Thales CipherTrust, Varonis Data Security Platform, iDox.aiCyera, Palo Alto Networks Cortex Cloud, Securiti, WizAmazon Macieagainst: BigID, Cyera, Prisma Cloud, Varonis Data Security Platform, Wizno first choiceagainst: Check Point CloudGuard, Orca Security, Prisma Cloud, Varonis Data Security Platform
Three alternatives
Cyera DSPM, Securiti, SentraFour alternatives
ManageEngine DataSecurity Plus or Endpoint DLP Plus, Safetica, Securiti, SpirionOne alternative
Varonis Data Security PlatformSeven alternatives
Microsoft Presidio, Microsoft Purview, Nightfall AI, Sentra, SpinOne, Teleskope, TruffleHogMistral SmallCyera, WizIBM GuardiumChangedno first choiceAikido Security DSPMno first choiceagainst: BigID, IBM Guardium, Symantec Data Loss Prevention, Varonis Data Security Platform
Two alternatives
Microsoft Defender for Cloud, Varonis Data Security PlatformFive alternatives
Egnyte, Ground Labs Enterprise Recon, Safetica, Securiti, Varonis Data Security PlatformOne alternative
Wiz DSPMDeepSeek V4 FlashCyeraagainst: BigID, Varonis Data Security PlatformSafetica Intelligent Data Security PlatformChangedagainst: IBM Guardium, Varonis Data Security PlatformBigID, CyeraAmazon Macie, Microsoft Purviewagainst: BigID, Cyera, Varonis Data Security Platformno first choiceagainst: Palo Alto Networks Cortex Cloud, Wiz, Zscaler DSPM
Three alternatives
Securiti, Sentra, WizTwo alternatives
Microsoft Purview, Netwrix Data ClassificationSix alternatives
IBM Guardium, Prisma Cloud, Securiti, Sentra, Varonis Data Security Platform, WizSeven alternatives
Bedrock Data Security, Google Cloud Sensitive Data Protection, Microsoft Defender for Cloud, Microsoft Presidio, Poirot DSPM, Securiti, Wiz EssentialLlama 4 Maverickno first choiceno first choiceHeldno first choiceOpen Ravenno first choiceagainst: BigID, IBM Guardium, Symantec Data Loss Prevention, Varonis Data Security Platform
Three alternatives
Cyera, Varonis Data Security Platform, WizTwo alternatives
Amazon Macie, Azure PurviewQwen 3.7 FlashMicrosoft Purviewagainst: BigIDWizChangedBigID, CyeraMicrosoft Purview, Wizagainst: BigID, Cyera, Prisma Cloud, Securiti, Sentra, Varonis Data Security Platformno first choiceagainst: Amazon Macie, Azure Purview, BigID, Sentra, Varonis Data Security Platform
Three alternatives
Cyera, Securiti, UpwindThree alternatives
Microsoft Purview, Palo Alto Networks Cortex Cloud, Varonis Data Security PlatformThree alternatives
Symmetry Systems, Varonis Data Security Platform, WizFive alternatives
Amazon Macie, Azure Purview, IRIS, Strac, TeleskopeKimi K2SentraVaronis Data Security PlatformChangedWizMicrosoft Purviewagainst: BigID, Cyera, Prisma Cloud, Varonis Data Security Platform, WizCyera, Varonis Data Security Platformagainst: Varonis Data Security Platform
Four alternatives
BigID, Cyera, Orca Security, WizFour alternatives
BigID, Nightfall AI, Safetica, SpirionNine alternatives
BigID, Cyera, IBM Guardium, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Sentra, Varonis Data Security Platform, Zscaler DSPMFour alternatives
Amazon Macie, Microsoft Presidio, Sentra, TruffleHogOne alternative
WizGLM 4.7 FlashXCyera, WizManageEngine DataSecurity PlusChangedagainst: BigID, Concentric AICyera, WizMicrosoft Purviewagainst: BigID, Cyera, Varonis Data Security Platform, Wizno first choiceagainst: Symmetry Systems, Zscaler DSPM
Three alternatives
BigID, Microsoft Purview, Varonis Data Security PlatformSix alternatives
Cyera, ManageEngine Endpoint DLP Plus, Microsoft Purview, Netwrix Endpoint Protector, Safetica, Varonis Data Security PlatformEight alternatives
BigID, Concentric AI, Microsoft Purview, Palo Alto Networks Cortex Cloud, Rubrik, Securiti, Thales CipherTrust DSPM, Varonis Data Security PlatformThree alternatives
Netwrix, Orca Security, Poirot DSPMMiniMax M2.5Microsoft Purviewagainst: WizSecuriti, Varonis Data Security PlatformChangedno first choicePoirot DSPMagainst: Wiz DSPMno first choicenothing named
One alternative
SentraThree alternatives
BigID, Microsoft Purview, SpirionEight alternatives
Amazon Macie, IBM Guardium, Microsoft Purview Data Security, Nightfall AI, Spirion, Varonis Data Security Platform, Wiz, Zscaler DSPMThree alternatives
Microsoft Presidio, Securiti, TeleskopeGPT-6 LunaCyeraMicrosoft PurviewChangedno first choiceMicrosoft Purviewno first choicenothing named
Three alternatives
BigID, Microsoft Purview, WizOne alternative
CyeraSeven alternatives
BigID, Cyera, Microsoft Purview, Palo Alto Networks Cortex Cloud DSPM, Sentra, Varonis Data Security Platform, WizTwo alternatives
Amazon Macie, Sensitive Data ProtectionMuse Glimmer 30BCyera, SentraMicrosoft Purview, Netwrix Data ClassificationChangedagainst: Varonis Data Security PlatformBigIDMicrosoft Purview, Sentrano first choiceagainst: Amazon Macie, Azure Purview, BigID, Google DLP, Lacework, Orca Security, Varonis Data Security Platform, Wiz
One alternative
Wiz DSPMNine alternatives
Cyera, IBM Guardium, Microsoft Defender for Cloud, OpenText, Palo Alto Networks Cortex Cloud, Securiti, Upwind, Varonis Data Security Platform, WizThree alternatives
Poirot, Presidio, TruffleHogBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:20 | yes | 5 | 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 17:52 | yes | 5 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 19:10 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:25 | yes | 13 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:11 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:36 | yes | 22 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:16 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:40 | yes | 5 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:34 | yes | 14 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:14 | yes | 19 | 32 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:04 | yes | 14 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:00 | yes | 4 | 24 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:11 | yes | 23 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:57 | yes | 18 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | yes | 3 | 4 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 14:58 | yes | 7 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:57 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:59 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:52 | yes | 24 | 27 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:56 | yes | 20 | 66 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:45 | yes | 10 | 75 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:02 | yes | 5 | 23 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:27 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:54 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:43 | yes | 16 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | yes | 6 | 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 14:18 | yes | 10 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:03 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 5 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:57 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:58 | yes | 22 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:11 | yes | 5 | 33 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:26 | yes | 9 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:13 | yes | 23 | 51 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:08 | no | 0 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:32 | yes | 9 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:45 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:24 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:43 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:40 | yes | 7 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:02 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:25 | yes | 13 | 15 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:52 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:00 | yes | 23 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:42 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:34 | yes | 20 | 99 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:44 | yes | 25 | 56 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 24 | 51 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:59 | yes | 14 | 58 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:01 | yes | 4 | 17 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:48 | yes | 22 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:37 | yes | 19 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:03 | yes | 4 | 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 15:26 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:14 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 9 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:10 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:37 | yes | 21 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:41 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:39 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:46 | yes | 14 | 57 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:25 | yes | 14 | 29 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:32 | no | 0 | 66 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:00 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:19 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:00 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:31 | yes | 4 | 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 11:25 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:45 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:03 | yes | 5 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:21 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:14 | yes | 22 | 35 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:35 | yes | 10 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:50 | yes | 18 | 66 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 24 | 34 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:46 | no | 0 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:08 | yes | 5 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:09 | yes | 20 | 43 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
AWS Amazon Macie read as Amazon Macie
AWS Macie read as Amazon Macie
Forcepoint read as Forcepoint DSPM
IBM read as IBM Guardium
IBM (Guardium) read as IBM Guardium
IBM Guardium Data Protection read as IBM Guardium
IBM Security Guardium read as IBM Guardium
Microsoft Purview DLP read as Microsoft Purview
Microsoft Purview DSPM read as Microsoft Purview
Microsoft Purview Information Protection read as Microsoft Purview
Nightfall read as Nightfall AI
Orca read as Orca Security
Palo Alto read as Palo Alto Networks Cortex Cloud
Palo Alto (Dig Security) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Cortex Cloud DSPM / Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud/Cortex Cloud with Dig Security) read as Palo Alto Networks Cortex Cloud
Proofpoint read as Proofpoint DSPM
Purview DLP read as Microsoft Purview
Securiti.ai read as Securiti
Thales DSPM read as Thales CipherTrust DSPM
Varonis read as Varonis Data Security Platform
Zscaler read as Zscaler DSPM
Zscaler (Posture Control) read as Zscaler DSPM
Unresolved, counted raw
Aikido Security DSPM
Arexdata
Azure Information Protection
Bedrock Data Security
DSPlytics (by Concentric)
Datadog Sensitive Data Scanner
Google's DSPM
ManageEngine DataSecurity Plus or Endpoint DLP Plus
Microsoft Purview Data Security
Open-DSPM
Palo Alto Networks Cortex Cloud DSPM
Poirot
Securiti DSPM
Sensitive Data Protection
Symetry (by Securonix)
Wiz Essential
iDox.ai
Discontinued, still offered
No shut-down product was recommended here.