Data security posture management for small business buyers
Asked as “DSPM platform”, and as “sensitive data discovery and protection tool”, on behalf of a small 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
30%
Contested · Cyera 8%
30Microsoft Purview08Cyera08Wiz54others
30% of first choices, contested.
Since October 2026▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.Microsoft Purview held the lead, −6 points on 36%, 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.This pageMid-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.Standing →
Microsoft Purview30%Contested▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Microsoft Purview30%5%43endorsed leader▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.36% → 30%
Microsoft Purview30%5%43endorsed leader▼−6Since October 2026: 36% → 30%, −6 points. Inside the 11-point floor: within noise.36% → 30%02
Wiz8%30%43criticized challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%
Wiz8%30%43criticized challenger▲+3Since October 2026: 5% → 8%, +3 points. Inside the 11-point floor: within noise.5% → 8%03
Cyera8%50%46criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
Cyera8%50%46criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%04
Sentra6%14%29accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Sentra6%14%29accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%05Amazon Macie6%18%22accepted challenger▼−3Since October 2026: 9% → 6%, −3 points. Inside the 11-point floor: within noise.9% → 6%
06
Nightfall AI4%0%13accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Nightfall AI4%0%13accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%Show the five products at 0%, ordered by negative rate
09IBM Guardium0%80%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10
BigID0%67%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
BigID0%67%36criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11Varonis Data Security Platform0%64%50criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Varonis Data Security Platform0%64%50criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Securiti0%44%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Securiti0%44%25criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%07
Orca Security0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Orca Security0%25%12criticized 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304A05
060708I09
1011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Purview30%
Microsoft Purview30%02Wiz8%
Wiz8%03Cyera8%
Cyera8%04Sentra6%
Sentra6%05Amazon Macie6%
06Nightfall AI4%
Nightfall AI4%07Orca Security0%
Orca Security0%08Securiti0%
Securiti0%09IBM Guardium0%
10BigID0%
BigID0%11Varonis Data Security Platform0%
Varonis Data Security Platform0%What they warned about
Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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 Platform64%
32 of 50 labels negative · 13 of 14 models · 14 hard negative
“Enterprise-heavy ones (e.g., Varonis for large-scale access governance or Symmetry Systems) are excluded as they're typically overkill and more expensive.” Grok 4.20, comparative prompt
BigID67%
24 of 36 labels negative · 12 of 14 models · 10 hard negative
“It has a high negative rate and is considered a "criticized challenger" by some AI models, with deployment complexity and high costs being some of the concerns.” Llama 4 Maverick, negative prompt
Cyera50%
23 of 46 labels negative · 12 of 14 models · 8 hard negative
“The recent acquisition activity and enterprise pricing have pushed it firmly into mid-market/enterprise.” Muse Glimmer 30B, negative prompt
Wiz30%
13 of 43 labels negative · 10 of 14 models · 2 hard negative
“What to Avoid (For Budget Reasons) ... Wiz — starts around $24,000/year” DeepSeek V4 Flash, 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
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 906 links across 171 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 · G246 answers · 66 citations · 12 models
39 answers · 40 citations · 11 models
36 answers · 37 citations · 11 models
30 answers · 32 citations · 11 models
vendor site · Forcepoint25 answers · 34 citations · 9 models
vendor site · Sentra20 answers · 30 citations · 10 models
20 answers · 23 citations · 9 models
vendor site · Sprinto20 answers · 22 citations · 10 models
20 answers · 20 citations · 9 models
vendor site · Microsoft19 answers · 42 citations · 8 models
18 answers · 19 citations · 9 models
14 answers · 14 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.
39 answers · 11 models
36 answers · 11 models
27 answers · 10 models
23 answers · 10 models
19 answers · 9 models
19 answers · 10 models
15 answers · 8 models
14 answers · 9 models
14 answers · 7 models
12 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 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 30%, Microsoft Purview Suite for Microsoft 365 Business Premium 6% | 36% | 514 | 2,240,000 | 403,136 | ||||
| Wiz wiz.io | 8% | 764 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | |
| Cyera cyera.com | 8% | 159 | 12,100 | 325 | 12,612 | 49 | 1 | |
| Sentra sentra.io | 6% | 83 | 14,800 | 40,086 | 7,605 | 0 | 8 | |
| Amazon parent site Amazon Macie 6% | 6% | 39 | 151,000,000 | 1,380,939 | ||||
| Wiz DSPM | 6% | 170 | 1 | |||||
| Nightfall nightfall.ai Nightfall AI 4% | 4% | 121 | 1,000 | 38 | 43,377 company | $23,730 | 26 | |
| Safetica safetica.com | 4% | 38 | 170 | 10 | 515 | 4 | ||
| Concentric AI concentric.ai | 4% | 24 | 1,300 | 32 | 4,059 | 50 | ||
| ManageEngine parent site ManageEngine DataSecurity Plus 2%, ManageEngine Endpoint DLP Plus 2% | 4% | 25 | 8,100 | 675 |
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, sentra.io, sprinto.com, 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 small B2B company?”Paraphrase“Which sensitive data discovery and protection tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top DSPM platforms for a small team and how do they differ?”Budget-constrained“What is the best DSPM platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a DSPM platform. What should we look at?”Negative“Which DSPM platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5CyeraSafeticaChangedCyera, SentraCyerano first choiceagainst: Prisma Cloud, Varonis Data Security Platform, Wiz
Three alternatives
Sentra, Symmetry's DataGuard, WizThree alternatives
Egnyte, ManageEngine DataSecurity Plus, Microsoft PurviewTwo alternatives
Concentric AI, WizThree alternatives
Orca Security, Sentra, Wiz DSPMGPT-5.4 miniSentraagainst: RubrikMicrosoft PurviewChangedWizConcentric AIagainst: Cyera, Sentrano first choicenothing named
Three alternatives
Concentric AI, Forcepoint DSPM, Varonis Data Security PlatformTwo alternatives
ManageEngine Endpoint DLP Plus, StracFour alternatives
BigID, Cyera, Rubrik, SecuritiOne alternative
AvePointGemini 3.5 FlashConcentric AIagainst: BigID, Securiti, Varonis Data Security PlatformMicrosoft PurviewChangedagainst: Symantec Data Loss Prevention, Varonis Data Security PlatformCyera, WizAmazon Macie, GCP Sensitive Data Protectionagainst: BigID, Securiti, Varonis Data Security PlatformDig Security, Palo Alto Networks Cortex Cloud, Sentraagainst: Cyera, Varonis Data Security Platformagainst: Amazon Macie, BigID, Cyera, OpenText Data Security Platform, Palo Alto Networks Cortex Cloud, Rubrik, Securiti, Sentra, Varonis Data Security Platform
Four alternatives
Metomic, Microsoft Purview, Sentra, WizThree alternatives
Cyera, Netwrix Data Classification, Nightfall AIThree alternatives
Orca Security, Sentra, Varonis Data Security PlatformNine alternatives
Cyera, Metomic, Microsoft Defender for Cloud, Microsoft Purview, Nightfall AI, Open Raven, Orca Security, Polymer AI, WizThree alternatives
Orca Security, Prisma Cloud, WizPerplexity SonarMicrosoft Purviewagainst: Cyera, Fortra DSPMMicrosoft Purview for Microsoft 365 Business PremiumChangedOrca Security, Wizagainst: BigID, Forcepoint DSPM, Varonis Data Security PlatformWizagainst: Cyera, Varonis Data Security Platformno first choiceagainst: BigID, Forcepoint DSPM, IBM Guardium, Palo Alto Cortex, Prisma Cloud, Securiti, Varonis Data Security Platform, Wiz, Zscaler DSPM
Two alternatives
Amazon Macie, WizTwo alternatives
Netwrix, Varonis Data Security PlatformThree alternatives
Cyera, Microsoft Purview, SentraTwo alternatives
Microsoft Defender for Cloud, Microsoft PurviewGrok 4.20Microsoft Purviewagainst: BigID, Check Point, Orca Security, Prisma Cloud, Symmetry Systems, Varonis Data Security PlatformManageEngine DataSecurity PlusChangedagainst: Apache Atlas, IBM Guardium, Varonis Data Security PlatformWizagainst: Symmetry Systems, Varonis Data Security PlatformMicrosoft Purviewagainst: Amazon Macie, Cyera, Securiti, WizCyeraagainst: IBM Guardium, Varonis Data Security Platformagainst: BigID, Sentra, Varonis Data Security Platform
Two alternatives
Cyera, WizTwo alternatives
Microsoft Purview, SafeticaThree alternatives
Cyera, Microsoft Defender for Cloud, Microsoft PurviewFour alternatives
AvePoint Confidence Platform, Lepide, Netwrix, TeleskopeSix alternatives
BigID, Microsoft Purview, Palo Alto Networks Cortex Cloud, Securiti, Sentra, WizMistral SmallCyera, Wizno first choiceChangedAvePoint Confidence Platform, Varonis Data Security Platformagainst: IBM GuardiumWiz DSPMno first choiceagainst: BigID, Cyera, Securiti, Varonis Data Security Platform, Wiz
One alternative
Varonis Data Security PlatformTwo alternatives
Cyera DSPM Platform, Wiz DSPMThree alternatives
IBM Guardium, Teleskope, Varonis Data Security PlatformDeepSeek V4 FlashMicrosoft Purviewagainst: Cyera, Palo Alto Networks Cortex Cloud, Sentra, WizMicrosoft PurviewHeldagainst: BigID, Cyera, Varonis Data Security PlatformSentraagainst: BigID, CyeraLepide Data Security Platformagainst: Cyera, Orca Security, Prisma Cloud, Varonis Data Security Platform, Wizno first choiceagainst: Amazon Macie, Cyeraagainst: BigID, Cyera, Varonis Data Security Platform
One alternative
Nightfall AITwo alternatives
Egnyte, SafeticaFive alternatives
Microsoft Purview, Securiti, Strac, Varonis Data Security Platform, WizTwo alternatives
Microsoft Purview, Strac ComplyTwo alternatives
Securiti, WizLlama 4 MaverickMicrosoft PurviewMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedno first choiceno first choiceno first choiceagainst: BigID, Cyera, Securiti, Varonis Data Security Platform, Wiz
Two alternatives
Amazon Macie, Google DLP APIThree alternatives
Amazon Macie, Fortra, Google DLP APIQwen 3.7 FlashWizMicrosoft PurviewChangedMicrosoft Purview, Wizagainst: BigID, CyeraAikido Securityagainst: BigID, Cyera, Microsoft Purview, Orca Security, Varonis Data Security Platform, Wizno first choiceagainst: AWS Security Hub, BigID, Datadog, Dynatrace, Netskope, Varonis Data Security Platform, Wiz, Zscaler DSPM
Three alternatives
Cyera, Microsoft Defender for Cloud, SentraFour alternatives
Drata, Google BeyondCorp Enterprise, Vanta, Varonis Data Security PlatformTwo alternatives
Sentra, Varonis Data Security PlatformOne alternative
TeleskopeKimi K2Microsoft Purview, Sentraagainst: BigID, Cyera, Varonis Data Security PlatformNightfall AIChangedagainst: IBM Guardium, Spirion, Varonis Data Security PlatformWizagainst: BigID, Cyera, Varonis Data Security PlatformMicrosoft Purviewagainst: BigID, Cyera, Securiti, Varonis Data Security Platform, Wizno first choiceagainst: BigID, Cisco, IBM Guardium, McAfee, Securiti, Trend Micro, Varonis Data Security Platform, Wiz
Two alternatives
Concentric AI, WizTwo alternatives
Microsoft Purview, OneTrustThree alternatives
Orca Security, Securiti, SentraTwo alternatives
Amazon Macie, Poirot DSPMGLM 4.7 FlashXWiz DSPMMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedWizagainst: Varonis Data Security PlatformNightfall AIagainst: BigID, Cyera, Prisma Cloud, Varonis Data Security Platform, Wizno first choiceagainst: IBM Guardium
Three alternatives
BigID, Cyera DSPM, Varonis DSPMThree alternatives
ManageEngine DataSecurity Plus, Nightfall AI, SafeticaThree alternatives
BigID, Cyera, SentraNine alternatives
AWS Security Hub, Amundsen, Microsoft Presidio, Microsoft Purview, Open Raven, OpenMetadata, Poirot DSPM, Securiti, TruffleHogMiniMax M2.5WizManageEngine Endpoint DLP Plus, SafeticaChangedWizMicrosoft Purviewno first choiceagainst: Prisma Cloudagainst: BigID, Varonis Data Security Platform
Two alternatives
Securiti, Varonis Data Security PlatformOne alternative
Microsoft PurviewFive alternatives
BigID, Cyera, Securiti, Sentra, Varonis Data Security PlatformFour alternatives
BigID, Open Raven, Securiti, WizGPT-6 LunaMicrosoft PurviewMicrosoft PurviewHeldMicrosoft Purviewagainst: Varonis Data Security PlatformAmazon Macie, Purview DSPMagainst: Google Cloud Sensitive Data Protectionno first choiceagainst: Amazon Macie, BigID, Cyera, Microsoft Purview, Varonis Data Security Platform
Three alternatives
Amazon Macie, Cyera, SentraOne alternative
Nightfall AIThree alternatives
Cyera, Sentra, Wiz DSPMMuse Glimmer 30BMicrosoft Purviewagainst: BigID, Cyera, Securiti, WizMicrosoft Purview Suite for Microsoft 365 Business PremiumChangedMicrosoft Defender for Cloud, Microsoft PurviewAmazon Macie, Wiz DSPMno first choiceagainst: BigID, Concentric AI, Cyera, IBM Guardium, IBM Verify, Normalyze, Palo Alto Networks Cortex Cloud, Proofpoint DSPM, Rubrik Data Security, Securiti, Varonis Data Security Platform, Wiz DSPM
Three alternatives
Amazon Macie, Nightfall AI, ZeroCeptionTwo alternatives
ManageEngine DataSecurity Plus, ManageEngine Endpoint DLP PlusFour alternatives
BigID, Cyera, Varonis Data Security Platform, Wiz DSPMTwo alternatives
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 12:33 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:29 | yes | 6 | 7 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 08:58 | yes | 17 | 30 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:26 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:36 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:38 | yes | 22 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:21 | yes | 5 | 36 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:02 | yes | 22 | 61 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:36 | yes | 22 | 62 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 19:23 | yes | 14 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:41 | yes | 3 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:03 | yes | 12 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:40 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:02 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:59 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 15:09 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:30 | yes | 5 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:01 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:43 | yes | 23 | 43 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:02 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:48 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:16 | yes | 25 | 32 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:44 | yes | 15 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:04 | yes | 5 | 54 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:19 | yes | 2 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:54 | yes | 10 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:42 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:12 | yes | 4 | 8 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 09:25 | yes | 9 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:37 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:29 | yes | 7 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:25 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:59 | yes | 19 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:42 | yes | 12 | 55 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 21 | 67 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:42 | yes | 23 | 255 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:27 | yes | 9 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:34 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:51 | yes | 23 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:28 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:22 | 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 08:52 | yes | 6 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:17 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 18:06 | yes | 22 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 17:47 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:50 | yes | 22 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:24 | yes | 10 | 87 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:44 | yes | 21 | 29 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:25 | yes | 13 | 126 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:03 | yes | 5 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:30 | yes | 4 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 19:28 | yes | 23 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:44 | yes | 16 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:29 | no | 0 | 7 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 18:32 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 18:31 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:29 | yes | 14 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:23 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:28 | yes | 18 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:33 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:36 | yes | 5 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 20 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:11 | yes | 14 | 20 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:00 | no | 0 | 36 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:06 | yes | 4 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 12 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:15 | yes | 20 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:57 | yes | 2 | 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 17:57 | yes | 11 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:28 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:20 | yes | 24 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:41 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:35 | yes | 22 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:26 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:11 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:48 | yes | 23 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:50 | yes | 22 | 115 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:49 | yes | 20 | 54 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:23 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:24 | yes | 22 | 33 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 Amazon Macie read as Amazon Macie
AWS Macie read as Amazon Macie
Forcepoint read as Forcepoint DSPM
Google Sensitive Data Protection read as Google Cloud Sensitive Data Protection
Microsoft Purview DSPM read as Microsoft Purview
Microsoft Purview Information Protection read as Microsoft Purview
Microsoft Purview Suite for Business Premium read as Microsoft Purview
Nightfall read as Nightfall AI
Nightfall (OSS scanner) 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 (Dig) read as Palo Alto Networks Cortex Cloud
Palo Alto Networks (Prisma Cloud / Dig Security) read as Palo Alto Networks Cortex Cloud
Securiti.ai read as Securiti
Varonis read as Varonis Data Security Platform
Varonis (SaaS Edition) read as Varonis Data Security Platform
Varonis Platform read as Varonis Data Security Platform
Zscaler read as Zscaler DSPM
Unresolved, counted raw
Cyera DSPM Platform
Cypher
GCP Sensitive Data Protection (formerly Cloud DLP)
Google DLP API Lab
Google’s DLP capabilities
Microsoft Purview for Microsoft 365 Business Premium
OpenText Data Security Platform
Polymer AI
Purview DSPM
Rubrik Data Security
Secured
Symmetry's DataGuard
Varonis DSPM
ZeroCeption
Discontinued, still offered
No shut-down product was recommended here.