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. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
36%
Contested · Amazon Macie 9%
36Microsoft Purview09Amazon Macie07Google DLP API47others
36% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google DLP API is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models four times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
Microsoft Purview vs Varonis Data Security PlatformMicrosoft Purview vs IBM GuardiumMicrosoft Purview vs BigIDMicrosoft Purview vs SecuritiSentra vs WizSentra vs CyeraSentra vs Varonis Data Security PlatformSentra vs IBM GuardiumSentra vs BigIDSentra vs SecuritiWiz vs CyeraWiz vs Varonis Data Security PlatformWiz vs IBM GuardiumWiz vs BigIDWiz vs SecuritiCyera vs Varonis Data Security PlatformCyera vs IBM GuardiumCyera vs BigIDCyera vs SecuritiVaronis Data Security Platform vs IBM GuardiumVaronis Data Security Platform vs BigIDVaronis Data Security Platform vs SecuritiIBM Guardium vs BigIDIBM Guardium vs SecuritiBigID vs Securiti
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 →
01A02
03G04
05
06
07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Microsoft Purview36%
Microsoft Purview36%02Amazon Macie9%
03Nightfall AI7%
Nightfall AI7%04Google DLP API7%
05Safetica5%
Safetica5%06Wiz5%
Wiz5%07Cyera4%
Cyera4%08Securiti2%
Securiti2%09Orca Security0%
Orca Security0%10Sentra0%
Sentra0%11Varonis Data Security Platform0%
Varonis Data Security Platform0%12BigID0%
BigID0%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, Perplexity Sonar, Grok 4.1 Fast, 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.
BigID70%
26 of 37 labels negative · 12 of 14 models · 8 hard negative
“Deployment complexity (months to steady-state), high costs (~$50,000 min for 25TB)... Disproportionate for small orgs” Grok 4.1 Fast, negative prompt
Varonis Data Security Platform66%
25 of 38 labels negative · 11 of 14 models · 9 hard negative
“Platforms to Avoid or Approach with Caution ... Varonis Data Security Platform - Complexity: Users report that "the complexity of setup and management can overwhelm teams, especially in smaller organizations"” GLM 4.7 FlashX, negative prompt
Wiz38%
15 of 40 labels negative · 10 of 14 models · 4 hard negative
“**Avoid**: Quote-only vendors (Wiz, Cyera) unless they offer SMB discounts—expect $10K+ min.” Grok 4.1 Fast, budget prompt
Cyera46%
19 of 41 labels negative · 7 of 14 models · 7 hard negative
“The Enterprise Giants (Avoid for now):** Companies like *Cyera, Varonis, Sentra, BigID, and Rubrik/Dig Security* are highly capable but designed for massive corporations.” Gemini 3.5 Flash, scale prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 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. 1065 links across 191 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · G240 answers · 65 citations · 13 models
vendor site · CyberPress39 answers · 42 citations · 12 models
vendor site · Forcepoint38 answers · 77 citations · 12 models
vendor site · Sprinto38 answers · 40 citations · 12 models
29 answers · 31 citations · 9 models
vendor site · Strac28 answers · 34 citations · 11 models
vendor site · SourceForge25 answers · 36 citations · 12 models
24 answers · 25 citations · 10 models
vendor site · Proofpoint21 answers · 22 citations · 12 models
21 answers · 21 citations · 11 models
20 answers · 30 citations · 8 models
vendor site · Orca20 answers · 21 citations · 11 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.
38 answers · 12 models
38 answers · 12 models
29 answers · 9 models
25 answers · 11 models
24 answers · 10 models
20 answers · 11 models
20 answers · 9 models
19 answers · 9 models
19 answers · 10 models
16 answers · 10 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 36%, Microsoft Purview DSPM 0% | 36% | 438 | 2,240,000 | 403,136 | ||||
| Amazon parent site Amazon Macie 9% | 9% | 38 | 151,000,000 | 1,380,939 | ||||
| Nightfall nightfall.ai Nightfall AI 7% | 7% | 108 | 1,000 | 38 | 43,377 company | $23,730 | 26 | |
| Google Cloud parent site Google DLP API 7% | 7% | 15 | 165,000 | 7,596 | ||||
| Safetica safetica.com | 5% | 120 | 170 | 10 | 515 | 4 | ||
| Wiz wiz.io | 5% | 688 | 40,500 | 16,751 | 102,573 | $6,856 | 120 | |
| Bedrock Data Security Platform bedrockdata.ai | 4% | 11 | 0 | 531 | $72 | 17 | ||
| Metomic metomic.io | 4% | 21 | 170 | 0 | 4,686 | 0 | ||
| Cyera cyera.com | 4% | 145 | 12,100 | 325 | 12,612 | 49 | 1 | |
| Strac strac.io Strac 2%, Strac Comply 2% | 4% | 85 | 3,600 | 26 | 6,518 | 1 |
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, orca.security, proofpoint.com, sprinto.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 4.5CyeraSafeticaChangedCyeraCyeraagainst: BigID, Varonis Data Security Platformno first choiceagainst: BigID, Microsoft Purview, Prisma Cloud, Varonis Data Security Platform
Three alternatives
Concentric AI, Securiti.ai, SentraTwo alternatives
ManageEngine DataSecurity Plus, Varonis Data Security PlatformThree alternatives
Microsoft Defender for Cloud, Netwrix, WizThree alternatives
Microsoft Purview, Normalyze, Orca SecurityGPT-5.4 miniSecuriti, Zscaler DSPMMicrosoft PurviewChangedCyera, Microsoft Purview DSPMBedrock Dataagainst: Fortra-DSPMno first choiceagainst: Fasoo DSPM, Palo Alto Networks Cortex Cloud, SpinOne, Zscaler Data Security Posture Management
One alternative
Varonis Data Security PlatformTwo alternatives
Amazon Macie, Google Cloud Sensitive Data ProtectionTwo alternatives
BigID, Varonis Data Security PlatformOne alternative
LockwellGemini 3.5 FlashMetomicagainst: BigID, Cyera, Securiti.ai, Varonis Data Security PlatformMicrosoft PurviewChangedWizStrac Complyagainst: Cyera, Sentra, Varonis Data Security PlatformCyberhaven, Metomic, Nightfall AIagainst: BigID, Cyera, Dig Security, Rubrik, Sentra, Varonis Data Security Platformagainst: BigID, Prisma Cloud, Varonis Data Security Platform, Wiz
Three alternatives
Concentric AI, Strac, WizFive alternatives
Egnyte, Google Workspace DLP, Metomic, Nightfall AI, SafeticaFour alternatives
Cyera, Microsoft Purview DSPM, Polymer, SentraFive alternatives
Amazon Macie, Microsoft Defender for Cloud, Orca Security, Polymer, WizSeven alternatives
Amazon Macie, Drata, Google Cloud DLP, Microsoft Purview, Orca Security, Vanta, WizPerplexity SonarMicrosoft Purview, Stracagainst: BigIDManageEngine DataSecurity PlusChangedMicrosoft Purviewagainst: SecuritiAmazon Macie, Google DLP API, Microsoft Purviewagainst: Wizno first choicenothing named
Three alternatives
Orca Security, Varonis Data Security Platform, WizThree alternatives
Metomic, Safetica, StracFive alternatives
BigID, Cyberhaven, Cyera, Netskope, WizOne alternative
CyeraGrok 4.1 FastMicrosoft Purviewagainst: BigID, Cyera, Prisma Cloud, Varonis Data Security Platform, WizNightfall AIChangedCyera, Wizagainst: Orca Security, Securiti, Varonis Data Security PlatformBedrock Data Security Platformagainst: BigID, Cyera, Varonis Data Security Platform, WizMicrosoft Purviewagainst: BigID, Cyera, Prisma Cloud, Securiti, Sentra, Varonis Data Security Platform, Wiz
Three alternatives
Amazon Macie, Bedrock Security, SentraThree alternatives
CurrentWare, Netwrix Endpoint Protector, SafeticaThree alternatives
Amazon Macie, Microsoft Purview, SentraFour alternatives
Amazon Macie, Google Cloud DLP API, Microsoft Purview, SentraMistral SmallAmazon Macie, Google DLP API, Microsoft PurviewNexsan Unity, SpirionChangedagainst: OneTrustCyera DSPM, Wiz DSPMGoogle DLP API, Microsoft Purviewagainst: Cyera, Wizno first choiceagainst: BigID, Cyera, Varonis Data Security Platform, Wiz
Three alternatives
Forcepoint, Orca Security, StracOne alternative
SolarWinds Security Event ManagerThree alternatives
Open Raven DSPM, Symmetry Systems DataGuard, Varonis Data SecurityOne alternative
Amazon MacieDeepSeek V4 FlashMicrosoft Purview, Wizagainst: BigID, Cyera, Varonis Data Security PlatformMicrosoft PurviewChangedagainst: Varonis Data Security PlatformMicrosoft Purview DSPM, Wizagainst: BigIDMicrosoft Purviewagainst: Cyera, Dasera, Normalyze, Symmetry, Wizno first choiceagainst: BigID, Cyeraagainst: BigID, Cyera, Palo Alto Networks Cortex Cloud, Securiti, Varonis Data Security Platform, Wiz
Four alternatives
AWS Security Hub, Amazon Macie, Cyral, PolymerTwo alternatives
Fortra Data Classification Suite, Ground Labs Enterprise ReconThree alternatives
Cyera, Laminar, SentraTwo alternatives
Cyral, ManageEngine DataSecurity PlusLlama 4 Maverickno first choiceno first choiceHeldMicrosoft Purviewno first choiceno first choicenothing named
Two alternatives
Amazon Macie, Google DLP APIThree alternatives
Amazon Macie, Google DLP API, Microsoft PurviewQwen 3.7 FlashWizMicrosoft PurviewChangedagainst: Digital Guardian, IBM Guardium, Prisma CloudMorpheusDataagainst: BigIDGoogle DLP API, Microsoft Purviewagainst: Varonis Oneno first choiceagainst: BigID, CrowdStrike, Forcepoint, Laminar, Orca Security, Rubrik, Varonis Data Security Platform, Wiz
Three alternatives
Drata, Laminar, VantaFour alternatives
CurrentWare, ManageEngine DataSecurity Plus, Nightfall AI, SafeticaFour alternatives
Drata, Microsoft Entra ID, Orca Security, VantageFour alternatives
Amazon Macie, Microsoft Defender for Cloud Data Discovery, SpinOne, Wiz EssentialSeven alternatives
Cyera, Microsoft, Microsoft Defender, Orca Security, Polar Security, Sentra, WizKimi K2Microsoft Purviewagainst: BigID, Cyera, Dasera, Sentra, Varonis Data Security PlatformNightfall AIChangedAikido Securityagainst: BigID, Cyera, Securiti, Sentra, Varonis Data Security PlatformAmazon Macie, Microsoft Purviewagainst: BigID, Cyera, Varonis Data Security Platform, WizWizagainst: BigID, CrowdStrike Falcon Cloud Security, Rubrik, Varonis Data Security Platform
Five alternatives
Amazon Macie, Azure Purview, Concentric AI, Google Cloud DLP, Wiz DSPMThree alternatives
CurrentWare, Kickidler, SafeticaTwo alternatives
Concentric AI, Wiz DSPMThree alternatives
Google Cloud Sensitive Data Protection, Nightfall AI, OpenMetadataFive alternatives
Cyera, Microsoft Purview, Nightfall AI, Polymer, StracGLM 4.7 FlashXMicrosoft PurviewSafeticaChangedWizMicrosoft Purviewagainst: Apache Atlas, OpenSearch Securityno first choiceagainst: BigID, Securiti, Varonis Data Security Platform, Zscaler DSPM
Three alternatives
BigID, Securiti, Varonis Data SecurityThree alternatives
CurrentWare, ManageEngine DataSecurity Plus, Netwrix Endpoint ProtectorSix alternatives
BigID, CrowdStrike Flow, Cyera, Microsoft Purview, Tenable Eureka, Varonis Data SecurityThree alternatives
BigID, Netwrix Access Analyzer, SatoriMiniMax M2.5Microsoft Purviewagainst: NetskopeSafeticaChangedCyera, Wizagainst: Varonis Data Security PlatformMicrosoft Defender for Cloudagainst: BigIDno first choiceagainst: BigID, Securiti, Sentra, Varonis Data Security Platform, Wiz
Two alternatives
Nightfall AI, Polar SecurityThree alternatives
ManageEngine DataSecurity Plus, Microsoft Purview, TrellixFour alternatives
Amazon Macie, Microsoft Purview, Orca Security, SecuritiTwo alternatives
CurrentWare, WizGPT-6 LunaAmazon MacieMicrosoft PurviewChangedMicrosoft Purview DSPMAmazon Macieagainst: Cyera, Google Sensitive Data Protectionno first choiceagainst: BigID, Cyera, Microsoft Purview, Prisma Cloud, Sentra, Varonis Data Security Platform, Wiz
Two alternatives
Microsoft Purview, WizOne alternative
Nightfall AIFive alternatives
BigID, Cyera, Sentra, Varonis Data Security Platform, Wiz DSPMOne alternative
Microsoft PurviewMuse Glimmer 30BBedrock Data Security Platformagainst: BigID, Cyera, Varonis Data Security Platform, WizNightfall AIChangedCyera, WizMicrosoft Purviewagainst: Wizno first choiceagainst: BigID, Cyera, Normalyze, Securiti, Symmetry Systems, Varonis Data Security Platform, Wiz DSPM
Six alternatives
Amazon Macie, Google DLP API, Microsoft Purview, Orca Security, Securiti, SentraThree alternatives
Kickidler, OpenDLP, Safetica Intelligent Data Security PlatformFour alternatives
Laminar, Microsoft Defender for Cloud, Sentra, Varonis Data Security PlatformFive alternatives
Amazon Macie, Bedrock Data Security Platform, Cyera, Google DLP API, SentraBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 21:36 | yes | 15 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:19 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:35 | yes | 20 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:20 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:38 | yes | 17 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:21 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:27 | yes | 17 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:41 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:27 | yes | 13 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:40 | yes | 19 | 40 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:30 | yes | 19 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:35 | yes | 5 | 19 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:22 | yes | 3 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:39 | yes | 12 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:26 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:17 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:40 | yes | 8 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:31 | yes | 24 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:38 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:18 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:25 | yes | 25 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:35 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:29 | yes | 9 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:40 | yes | 18 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:31 | yes | 21 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:34 | yes | 10 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:27 | yes | 2 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:43 | yes | 23 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:18 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:40 | yes | 4 | 12 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:27 | yes | 23 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:22 | yes | 16 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:34 | yes | 16 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:39 | yes | 13 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:34 | yes | 21 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:40 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:37 | yes | 22 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:35 | yes | 12 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:34 | yes | 17 | 32 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:38 | yes | 5 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:29 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:35 | yes | 16 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:40 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:31 | yes | 19 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:41 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 19 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:39 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:32 | yes | 21 | 19 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:32 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:24 | yes | 21 | 62 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:25 | yes | 25 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:27 | yes | 21 | 53 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:34 | yes | 17 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:23 | yes | 4 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:34 | yes | 10 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:40 | yes | 17 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:42 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:21 | yes | 17 | 40 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:35 | yes | 15 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:37 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:18 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:17 | yes | 14 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:23 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:40 | yes | 10 | 48 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:43 | yes | 23 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:38 | yes | 13 | 16 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:39 | no | 0 | 7 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:28 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:30 | yes | 14 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:39 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:35 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:31 | yes | 17 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:30 | yes | 17 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:28 | yes | 19 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:34 | yes | 8 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:33 | yes | 21 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:25 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:37 | yes | 7 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:31 | yes | 21 | 33 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:23 | yes | 21 | 20 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:38 | yes | 10 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 21:38 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 21:20 | yes | 14 | 34 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 Macie read as Amazon Macie
IBM Guardium Data Protection read as IBM Guardium
Microsoft Purview Information Protection read as Microsoft Purview
Microsoft Purview Suite for Business Premium read as Microsoft Purview
Nightfall read as Nightfall AI
Orca read as Orca Security
Proofpoint read as Proofpoint DSPM
Purview read as Microsoft Purview
Purview (Microsoft) read as Microsoft Purview
Varonis read as Varonis Data Security Platform
Zscaler read as Zscaler DSPM
Unresolved, counted raw
AWS CloudTrail
Bedrock Data
BigID Next
CrowdStrike Flow
Fasoo DSPM
Fortra Data Classification Suite
Fortra-DSPM
Google Cloud DLP API
Google Cloud's Sensitive Data Protection
Google Sensitive Data Protection
Lockwell
Microsoft Defender for Cloud Data Discovery
MorpheusData
NC Protect
Netwrix Access Analyzer
Nexsan Unity
Open Raven DSPM
OpenSearch Security
Poirot
SentinelOne Data Security
Strac.io
Symmetry Systems DataGuard
Tenable Eureka
Varonis Data Security
Varonis One
Varonis Platform
Wiz Essential
YARA
Zscaler Data Security Posture Management (DSPM)
Discontinued, still offered
No shut-down product was recommended here.