Data masking and test data management for small business buyers
Asked as “data masking tool”, and as “test data management 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
22%
Contested · Greenmask 11%
22IRI FieldShield11Greenmask09Tonic.ai58others
22% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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.
Head to head
All twenty-one head-to-head pages: the top seven products, each against each
DATPROF vs DelphixDATPROF vs K2View Test Data ManagementDATPROF vs GenRocketTonic.ai vs IRI FieldShieldTonic.ai vs Oracle Data Masking and SubsettingTonic.ai vs DelphixTonic.ai vs K2View Test Data ManagementTonic.ai vs GenRocketIRI FieldShield vs Oracle Data Masking and SubsettingIRI FieldShield vs DelphixIRI FieldShield vs K2View Test Data ManagementIRI FieldShield vs GenRocketOracle Data Masking and Subsetting vs DelphixOracle Data Masking and Subsetting vs K2View Test Data ManagementOracle Data Masking and Subsetting vs GenRocketDelphix vs K2View Test Data ManagementDelphix vs GenRocketK2View Test Data Management vs GenRocket
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 →
I01
02
03
04
05
06F07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01IRI FieldShield22%
02Greenmask11%
Greenmask11%03Tonic.ai9%
Tonic.ai9%04DATPROF7%
DATPROF7%05PostgreSQL Anonymizer7%
PostgreSQL Anonymizer7%06Microsoft SQL Server2%
Microsoft SQL Server2%07Fogger2%
08K2View Test Data Management2%
K2View Test Data Management2%09Delphix2%
Delphix2%10Oracle Data Masking and Subsetting0%
Oracle Data Masking and Subsetting0%11Informatica Intelligent Data Management Cloud0%
Informatica Intelligent Data Management Cloud0%What they warned about
Zero 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, 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.
Delphix74%
20 of 27 labels negative · 8 of 14 models · 8 hard negative
“Steep learning curve, usage-based custom pricing that's often too high for small businesses ... over-featured and pricey for SMBs.” Grok 4.1 Fast, negative prompt
Oracle Data Masking and Subsetting56%
10 of 18 labels negative · 8 of 14 models · 4 hard negative
“high costs (e.g., $230 per named user plus minimums), and enterprise-focused. Not flexible or affordable for diverse SMB stacks.” Grok 4.1 Fast, negative prompt
K2View Test Data Management65%
11 of 17 labels negative · 7 of 14 models · 2 hard negative
“Avoid enterprise tools like Delphix or K2View—they're overkill and pricey for small teams.” Grok 4.1 Fast, paraphrase prompt
Informatica Data Masking
100%
7 of 7 labels negative · 6 of 14 models · 4 hard negative
“Tools to Avoid or Be Cautious About: 1. Informatica Data Masking ... High costs ... not beginner-friendly and lacks value for non-enterprise use.” Grok 4.1 Fast, negative 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
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. 1040 links across 186 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 · OvalEdge42 answers · 45 citations · 12 models
vendor site · SourceForge36 answers · 56 citations · 10 models
34 answers · 34 citations · 10 models
vendor site · G233 answers · 53 citations · 10 models
vendor site · Hevo Data32 answers · 32 citations · 11 models
vendor site · FitGap31 answers · 33 citations · 9 models
vendor site · K2view30 answers · 38 citations · 12 models
vendor site · IRI27 answers · 34 citations · 11 models
25 answers · 25 citations · 10 models
24 answers · 28 citations · 11 models
vendor site · Atlan24 answers · 24 citations · 8 models
22 answers · 22 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.
42 answers · 12 models
32 answers · 11 models
30 answers · 10 models
25 answers · 10 models
24 answers · 8 models
23 answers · 11 models
23 answers · 10 models
22 answers · 11 models
20 answers · 11 models
18 answers · 9 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 data masking tool”, “data masking tool”, “data masking tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| IRI FieldShield | 22% | 10 | 0 | ||||
| Tonic.ai tonic.ai Tonic.ai 9%, Tonic Structural 2% | 11% | 48 | 590 | 6 | 7,631 | 17 | 3 |
| Greenmask greenmask.io | 11% | 30 | 3,600 | 0 | 9 | ||
| DATPROF datprof.com DATPROF 7%, DATPROF Privacy 2% | 9% | 52 | 30 | 0 | 790 | 8 | |
| PostgreSQL postgresql.org PostgreSQL Anonymizer 7% | 7% | 28 | 74,000 | 14,143 | 465,585 company | ||
| Microsoft parent site Microsoft Presidio 4%, Microsoft SQL Server 2%, Microsoft SQL Server Data Masking 2% | 7% | 29 | 2,240,000 | 403,136 | |||
| CloudTDMS | 4% | ||||||
| Avo iTDM | 2% | ||||||
| Qase qase.io | 2% | 3 | |||||
| GenRocket genrocket.com | 2% | 13 | 320 | 3 | 211 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (iri.com, k2view.com, ovaledge.com). The first result for “best data masking tool” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best data masking tool for a small B2B company?”Paraphrase“Which test data management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top data masking tools for a small team and how do they differ?”Budget-constrained“What is the best data masking tool for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a data masking tool. What should we look at?”Negative“Which data masking tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceDATPROFChangedagainst: Informatica Intelligent Data Management Cloud, K2View Test Data ManagementDATPROF, IRI FieldShieldagainst: IBM, Informatica Intelligent Data Management Cloud, OracleGreenmask, PostgreSQL Anonymizerno first choiceagainst: Broadcom Test Data Manager, EPI-USE Labs, IBM InfoSphere Optim, Informatica Persistent Data Masking, K2View Test Data Management, Oracle Data Masking and Subsetting, Perforce Delphix
One alternative
Avo iTDMTwo alternatives
Accutive Data Discovery & Masking, Tonic.aiFour alternatives
DATPROF, IRI CellShield, IRI FieldShield, Tonic.aiGPT-5.4 miniClonetabDATPROFChangedDelphixagainst: K2View Test Data ManagementGreenmaskno first choicenothing named
Four alternatives
IBM Data Masking stage / IBM Optim, Oracle Data Masking and Subsetting, Oracle Data Safe, Tonic.aiOne alternative
IBM OptimFour alternatives
Informatica Persistent Data Masking, Microsoft Dynamic Data Masking / Fabric DDM / SQL Server DDM, Oracle Data Masking and Subsetting, ProtegrityThree alternatives
DataMasker, Fogger, fixturizeGemini 3.5 FlashPostgreSQL Anonymizer, Tonic.aiagainst: Delphix, Informatica Intelligent Data Management CloudTonic.aiChangedagainst: Delphix, IBM InfoSphere Optim, Informatica TDM, NeosyncGreenmask, Neosyncagainst: Delphix, Informatica Intelligent Data Management CloudGreenmaskagainst: Delphix, K2View Test Data Management, Neosync, Tonic.aiTonic.aiagainst: Delphix, Informatica Intelligent Data Management Cloud, K2View Test Data Managementagainst: ARX Data Anonymization Tool, Delphix Data Masking, Faker, IBM InfoSphere Optim, Informatica Persistent Data Masking, Oracle Data Masking and Subsetting, Salesforce Data Mask
Two alternatives
Microsoft SQL Server, NeosyncThree alternatives
Greenmask, MOSTLY AI, SnapletFour alternatives
Accutive Data Discovery and Data Masking, Faker, PostgreSQL Anonymizer, Tonic.aiThree alternatives
Faker, Mockaroo, PostgreSQL AnonymizerThree alternatives
DATPROF, Neosync, SnapletPerplexity SonarIRI FieldShieldagainst: Immuta, OvalEdgeDATPROF, K2View Test Data ManagementChangedDataProf, PostgreSQL Anonymizeragainst: Delphix, Immuta, ProtegrityMasked-AIagainst: Oracle Data Masking and Subsettingno first choicenothing named
One alternative
Salesforce Data MaskOne alternative
GretelOne alternative
Oracle Data Masking and SubsettingTwo alternatives
DATPROF, IRI FieldShieldGrok 4.1 FastIRI FieldShieldTonic.aiChangedagainst: Broadcom Test Data Manager, Delphix, K2View Test Data ManagementGreenmaskagainst: Delphix, IBM Optim, Informatica Intelligent Data Management CloudMicrosoft Presidioagainst: Informatica Intelligent Data Management Cloud, Oracleno first choiceagainst: ARX, Amnesia, Delphix, IBM InfoSphere, Informatica Intelligent Data Management Cloud, customagainst: Delphix, Fogger, IBM InfoSphere Optim, Informatica Data Masking, Masked-AI, Oracle Data Masking and Subsetting, Percona Server for MySQL
Two alternatives
Microsoft SQL Server, Satori Data Security PlatformThree alternatives
GenRocket, IRI FieldShield, MockarooFour alternatives
DataVeil, Microsoft Dynamic Data Masking, PostgreSQL Anonymizer, PresidioFour alternatives
ARX, Amnesia, DataVeil, PostgreSQL AnonymizerThree alternatives
DataMasker, Immuta, PrivaceraMistral SmallIRI FieldShieldDatanamic Data GeneratorChangedagainst: Mage Data Test Data ManagementPostgreSQL Anonymizeragainst: Delphix Data Masking, IRI FieldShieldIRI FieldShieldno first choiceagainst: Fogger, IBM InfoSphere Optim Data Privacy, Informatica Data Privacy Tool, Masked-AI, Percona Server
Three alternatives
Azure SQL DDM, Informatica Data & AI Governance, Privacy, Microsoft SQL ServerOne alternative
TestMuTwo alternatives
DATPROF Privacy, Microsoft SQL ServerThree alternatives
Greenmask, Presidio, Talend Data Preparation & MaskingDeepSeek V4 FlashGreenmask, IRI FieldShield, PostgreSQL Anonymizeragainst: DATPROF, Delphix, K2View Test Data Management, OracleAvo iTDMChangedDataVeilagainst: ARX, Microsoft SQL Server DDMGreenmask, PrivacyScrubberagainst: DATPROF, Delphix, Fogger, IRI FieldShield, K2View Test Data ManagementDATPROF, IRI FieldShieldagainst: Broadcom, Delphix, Faker, Greenmask, IBM InfoSphere Optimizer, Informatica Data Masking, Oracle Data Masking and Subsetting, PostgreSQL Anonymizer
Two alternatives
Salesforce Data Mask, Tonic.aiOne alternative
DATPROFFour alternatives
MENTIS Data Masking, PostgreSQL Anonymizer, Redgate Data Masker, Tonic.aiTwo alternatives
PostgreSQL Anonymizer, Tonic StructuralThree alternatives
AWS, K2View Test Data Management, Redgate SQL Data MaskerLlama 4 MaverickIRI FieldShieldno first choiceChangedPostgreSQL AnonymizerDelphixno first choiceagainst: Delphix, IBM InfoSphere Optim Data Privacy, Informatica Data Privacy Tool, Oracle Data Masking and Subsetting
Four alternatives
Azure SQL DDM, K2View Test Data Management, Microsoft SQL Server, Oracle Data Masking and SubsettingFour alternatives
Azure SQL DDM, DATPROF, IRI FieldShield, Microsoft SQL ServerThree alternatives
IBM InfoSphere Optim Data Privacy, Informatica Data Privacy Tool, Oracle Data Masking and SubsettingQwen 3.7 FlashMaskMeagainst: Delphix, Informatica Intelligent Data Management CloudPrescripta, SimulatableChangedagainst: IBM, OracleGreenmaskpgcryptoagainst: Delphix, Informatica Intelligent Data Management Cloudno first choicenothing named
Three alternatives
Faker, Masstrata, Rill DataTwo alternatives
Python/JMESPath Scripts, Synthesys.ioThree alternatives
Azure SQL Dynamic Data Masking, PostgreSQL Anonymizer, TalendFour alternatives
AWS Database Migration Service, Faker, Percona Server, Ryukyu AnonymizerKimi K2DATPROF Privacyagainst: Delphix, Informatica Intelligent Data Management CloudCloudTDMSChangedSatori, Tonic.aiagainst: Delphix, FoggerGreenmask, Microsoft Presidiono first choiceagainst: Delphix Data Masking, IBM InfoSphere Optim, Informatica Data Masking
Four alternatives
Microsoft Presidio, Microsoft SQL Server Data Masking, Tonic Structural, Tonic.aiTwo alternatives
Avo iTDM, DATPROFThree alternatives
Greenmask, IRI FieldShield / DarkShield, PresidioTwo alternatives
DATPROF, IRI FieldShieldTwo alternatives
Apache ShardingSphere, DataMasque Community EditionGLM 4.7 FlashXTonic.ai – FabricateQaseChangedDATPROF, Tonic.aiagainst: IBM InfoSphere Optim Data Privacy, Informatica Data MaskingIRI FieldShieldno first choiceagainst: DataMasker, libdmgnothing named
Five alternatives
IRI FieldShield, Microsoft SQL Server Dynamic Data Masking, Oracle Data Masking and Subsetting, Redact.ai, Salesforce PlatformOne alternative
DataSunriseSix alternatives
Greenmask, IRI FieldShield, Microsoft SQL Server Dynamic Data Masking, Oracle Data Safe, PostgreSQL Anonymizer, Salesforce Data Mask & SeedSix alternatives
Azure SQL DDM, Bytebase, Cribl Stream, GreenmaskIO, Microsoft SQL Server, data-privacy-stack/presidioMiniMax M2.5IRI FieldShield, Microsoft SQL Server Data Maskingagainst: Informatica Data MaskingCloudTDMSChangedagainst: DATPROFPostgreSQL Anonymizeragainst: Informatica Data MaskingFogger, IRI FieldShieldno first choiceagainst: IBM InfoSphere, Oracle Data Masking and Subsettingagainst: Fogger, IBM InfoSphere Optim, K2View Test Data Management, Masked-AI, Oracle Data Masking and Subsetting, Percona Server
Two alternatives
OvalEdge, Salesforce Data MaskTwo alternatives
Delphix, Microsoft PresidioOne alternative
DATPROFTwo alternatives
Atlan, DelphixGPT-6 LunaTonic Structuralagainst: Microsoft SQL ServerNeosyncChangedGreenmask, PostgreSQL Anonymizeragainst: NeosyncPostgreSQL Anonymizeragainst: Dynamic Data Masking, Redgate Data Maskerno first choiceagainst: Amazon Macie, Oracle, SQL Server Dynamic Data Masking
One alternative
Redgate Data MaskerOne alternative
Tonic FabricateTwo alternatives
Tonic Fabricate, Tonic StructuralOne alternative
GreenmaskMuse Glimmer 30BIRI FieldShieldGenRocket, Tonic.aiChangedagainst: K2View Test Data ManagementDataVeil Data Maskingagainst: Delphix, IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, K2View Test Data Management, Oracle Data Masking and SubsettingIRI FieldShield, Microsoft SQL Serverno first choiceagainst: Delphix, Informatica Data Masking, Informatica Persistent Data Masking, Oracle Data Masking and Subsetting
Two alternatives
DATPROF, Microsoft SQL ServerOne alternative
QaseFour alternatives
DataVault, Faker, Velum Privacy, WizudaThree alternatives
DATPROF, Greenmask, Microsoft PresidioBold 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 | 2026-10-05 00:03 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:34 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:29 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 21 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:56 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:42 | yes | 20 | 73 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:51 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:38 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:52 | yes | 16 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 25 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:25 | yes | 10 | 16 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:04 | yes | 3 | 18 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 20 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:18 | yes | 16 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:44 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:30 | yes | 21 | 36 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:58 | yes | 20 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:29 | yes | 21 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:55 | yes | 15 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:37 | yes | 24 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:18 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:38 | yes | 24 | 26 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:56 | yes | 25 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:38 | yes | 23 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:46 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:56 | yes | 20 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:55 | yes | 14 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:34 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:52 | yes | 20 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:45 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:21 | yes | 19 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:28 | yes | 7 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:35 | yes | 22 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:44 | yes | 8 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:15 | yes | 20 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:12 | yes | 21 | 150 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:36 | yes | 13 | 22 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:41 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:42 | yes | 23 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:19 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:32 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 11 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:42 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:45 | yes | 22 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:50 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:27 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:10 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:23 | no | 0 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:16 | yes | 24 | 40 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:40 | yes | 9 | 192 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | yes | 15 | 22 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:03 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:20 | yes | 14 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:44 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:16 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:53 | yes | 9 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:26 | yes | 16 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:55 | no | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:44 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:39 | yes | 21 | 62 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:24 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:21 | yes | 15 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:06 | yes | 13 | 118 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 5 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:11 | yes | 3 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:28 | yes | 14 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:31 | yes | 14 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:15 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:48 | yes | 8 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:31 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:30 | yes | 19 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:14 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:44 | yes | 22 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:48 | yes | 10 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:45 | yes | 21 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:15 | yes | 15 | 55 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:18 | yes | 19 | 40 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:19 | yes | 4 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:38 | yes | 16 | 30 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
Informatica read as Informatica Intelligent Data Management Cloud
K2View read as K2View Test Data Management
K2view read as K2View Test Data Management
Oracle Data Masking read as Oracle Data Masking and Subsetting
Oracle Data Masking & Subsetting read as Oracle Data Masking and Subsetting
Unresolved, counted raw
AWS DMS Macie
AWS Data Masking
AWS Database Migration Service (DMS)
AWS Glue DataBrow
Accutive Data Discovery and Data Masking (ADM)
Acra security suite
Apache ShardingSphere
Azure SQL Dynamic Data Masking (DDM)
Baffle
BigQuery Sensitive Data Protection
Clonetab
DataMasque Community Edition
DataProf
DataVault
DataVeil Data Masking
Datanamic Data Generator
Docuflair Redact
GreenmaskIO
Gretel
IBM Data Masking stage / IBM Optim
IBM InfoSphere Optimizer
IRI CellShield
MENTIS Data Masking
Mage Data Test Data Management
MaskMe
Masstrata
Microsoft Dynamic Data Masking (DDM)
Microsoft Dynamic Data Masking / Fabric DDM / SQL Server DDM
Microsoft SQL Server DDM
Parasoft
Prescripta
PrivacyScrubber
Python/JMESPath Scripts
Redact.ai
Ryukyu Anonymizer
SQL Server DDM
Salesforce Platform (Salesforce Data Mask)
Simulatable
Synthesys.io
TestCaseLab
TestMu (LambdaTest)
Tonic.ai – Fabricate
Velum Privacy
custom (Faker libs)
data-privacy-stack/presidio
fixturize
iDox.ai Guardrail
iMask™ Dynamic Data Masking
libdmg
pgcrypto
Discontinued, still offered
No shut-down product was recommended here.