Data masking and test data management for enterprise buyers
Asked as “data masking tool”, and as “test data management tool”, on behalf of an enterprise B2B company. 51 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
27%
Contested · Informatica Intelligent Data Management Cloud 10%
27Delphix10Informatica Intelligent Data Management Cloud10Perforce Delphix53others
27% 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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
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 →
01
02
03
04
05
06I07
08I09
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Delphix27%
Delphix27%02Perforce Delphix10%
Perforce Delphix10%03Informatica Intelligent Data Management Cloud10%
Informatica Intelligent Data Management Cloud10%04K2View Test Data Management8%
K2View Test Data Management8%05Oracle Data Masking and Subsetting6%
Oracle Data Masking and Subsetting6%06Tonic.ai4%
Tonic.ai4%07IBM InfoSphere Optim2%
08Broadcom Test Data Manager2%
Broadcom Test Data Manager2%09Immuta2%
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, Llama 4 Maverick, 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.
Delphix31%
12 of 39 labels negative · 10 of 14 models · 1 hard negative
“Delphix (per-TB) can have variable costs that spike with usage” Kimi K2, budget prompt
Informatica Intelligent Data Management Cloud24%
7 of 29 labels negative · 6 of 14 models · 1 hard negative
“**Avoid consumption-based models** - Tools like Informatica (IPU-based) ... can have variable costs that spike with usage.” Kimi K2, budget prompt
Microsoft SQL Server Dynamic Data Masking
100%
4 of 4 labels negative · 4 of 14 models · 2 hard negative
“Why avoid them: Microsoft explicitly states that DDM is **not a security boundary on its own**.” GLM 4.7 FlashX, negative prompt
AWS100%
4 of 4 labels negative · 4 of 14 models
“Native masking inside Azure, AWS, GCP, Snowflake, and Databricks can handle a single-platform environment, but dedicated platforms earn their cost” Muse Glimmer 30B, 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
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. 1066 links across 193 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 · K2view37 answers · 63 citations · 11 models
vendor site · OvalEdge34 answers · 45 citations · 12 models
vendor site · Hevo Data29 answers · 29 citations · 11 models
vendor site · IRI28 answers · 41 citations · 12 models
28 answers · 29 citations · 10 models
27 answers · 29 citations · 10 models
27 answers · 27 citations · 11 models
vendor site · Atlan24 answers · 24 citations · 9 models
vendor site · Perforce21 answers · 22 citations · 10 models
20 answers · 29 citations · 8 models
vendor site · Airbyte20 answers · 20 citations · 11 models
19 answers · 19 citations · 10 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.
30 answers · 12 models
29 answers · 11 models
27 answers · 11 models
26 answers · 10 models
25 answers · 12 models
24 answers · 9 models
20 answers · 11 models
19 answers · 10 models
18 answers · 11 models
17 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 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Delphix delphix.com | 27% | 93 | 1,900 | 19 | 758 | |||
| IBM parent site IBM InfoSphere Optim Data Privacy 6%, IBM InfoSphere Optim 2%, IBM Optim Data Privacy 2%, IBM Guardium Data Protection 2% | 12% | 40 | 201,000 | 34,098 | ||||
| Perforce perforce.com Perforce Delphix 10% | 10% | 27 | 110 | 3 | 161,450 company | $2,860 | 100 | |
| Informatica Intelligent Data Management Cloud informatica.com | 10% | 259 | 390 | 1 | 73,321 | 120 | ||
| K2View Test Data Management k2view.com | 8% | 68 | 40 | 0 | 22,241 | 38 | 1 | |
| Oracle parent site Oracle Data Masking and Subsetting 6% | 6% | 66 | 450,000 | 66,611 | ||||
| DataMasque datamasque.com | 6% | 10 | 90 | 0 | 39 | 9 | ||
| Tonic.ai tonic.ai | 4% | 48 | 590 | 6 | 7,631 | 17 | 3 | |
| Gigantics gigantics.io | 4% | 2 | ||||||
| Informatica parent site Informatica Test Data Management 2%, Informatica Data Masking 2%, Informatica Persistent Data Masking 0%, Informatica TDM 0% | 4% | 15 | 14,800 | 1,414 |
Google's top ten for the three searches hold 22 sites; 5 of them are among the sites the models cited here (gartner.com, iri.com, k2view.com, ovaledge.com, thectoclub.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 an enterprise B2B company?”Paraphrase“Which test data management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade data masking tools and how do they differ?”Budget-constrained“What is the best data masking tool for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a data masking tool. What should we look at?”Negative“Which data masking tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Perforce DelphixK2View Test Data ManagementChangedK2View Test Data ManagementIRI FieldShieldagainst: IBM, Informatica Cloud Data Masking, Oracleno first choiceagainst: SAP-centric masking tools
Four alternatives
Broadcom Test Data Manager, DATPROF, Informatica Intelligent Data Management Cloud, K2View Test Data ManagementThree alternatives
IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, Perforce DelphixFive alternatives
Delphix, IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, Oracle Data Masking and Subsetting, ProtegrityFive alternatives
BizDataX, Comforte, Rectify, Skyflow, WizudaGPT-5.4 miniDelphixInformatica Test Data ManagementChangedagainst: DelphixDelphix Masking / Delphix Compliance ServicesDelphix Masking, IBM Optim Data Privacyagainst: Informatica Intelligent Data Management Cloudno first choiceagainst: Dynamic Data Masking
Three alternatives
Informatica Intelligent Data Management Cloud, Microsoft, Oracle Data Safe / Oracle data maskingTwo alternatives
IBM Optim Test Data Management, Solix EDMS / Solix Test Data ManagementTwo alternatives
IBM Data Masking / IBM DataStage masking capabilities, Informatica Dynamic Data Masking / Advanced MaskingGemini 3.5 FlashDelphixPerforce DelphixChangedPerforce Delphix, Tonic.aiDataMasqueagainst: Delphix, IBM InfoSphere Optim, Immuta, Informatica Intelligent Data Management Cloud, SecuPino first choiceagainst: AWS, SQL Server Dynamic Data Masking, native Oracle Data Masking packs
Six alternatives
DATPROF, Immuta, Informatica Persistent & Dynamic Data Masking, K2View Test Data Management, Mage Data Platform, PrivaceraFour alternatives
Broadcom Test Data Manager, Informatica Test Data Management, K2View Test Data Management, Tonic.aiFive alternatives
DATPROF, Immuta, Informatica Persistent & Dynamic Data Masking, K2View Test Data Management, SatoriTwo alternatives
DataVeil, IRI FieldShieldPerplexity SonarK2View Test Data ManagementBroadcom Test Data ManagerChangedInformatica Intelligent Data Management CloudIBM InfoSphere Optim Data Privacyno first choiceagainst: BMC, Greenmask, Imperva, PostgreSQL Anonymizer
One alternative
Informatica Intelligent Data Management CloudFour alternatives
DATPROF, Delphix, IBM InfoSphere Optim, K2View Test Data ManagementFive alternatives
K2View Test Data Management, OpenText Voltage SecureData, Oracle Data Masking and Subsetting, Perforce Delphix, ProtegrityOne alternative
OvalEdgeGrok 4.1 FastDelphix, Informatica Intelligent Data Management Cloudagainst: GreenmaskPerforce DelphixChangedK2View Test Data ManagementOracle Data Masking and Subsettingagainst: Delphix, IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, Tonic.aiTonic.aiagainst: ARX, AWS Macie, Azure SQL masking, Delphix, Fogger, GCP, IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, Masked-AI, Microsoft Presidio, Oracle Data Masking and Subsetting, Percona Server extensions, PostgreSQL Anonymizer
Two alternatives
IBM InfoSphere Optim, Oracle Data Masking and SubsettingFour alternatives
Broadcom Test Data Manager, IBM InfoSphere Optim, Informatica TDM, K2view TDMNine alternatives
Delphix, IBM InfoSphere Optim / Guardium, IRI FieldShield, Immuta, Imperva, Informatica Intelligent Data Management Cloud, Oracle Data Masking and Subsetting, Protegrity, Tonic.aiTwo alternatives
DATPROF, SolixTwo alternatives
IBM InfoSphere Optim, Informatica Intelligent Data Management CloudMistral SmallDelphix, IBM InfoSphere Optim Data PrivacyInformatica Intelligent Data Management CloudChangedIBM InfoSphere Optim Data PrivacyGiganticsagainst: Delphix, K2View Test Data Managementno first choiceagainst: AWS, Azure, Fogger, GCP, Masked-AI, Percona Server
Three alternatives
Informatica Persistent Data Masking, K2View Test Data Management, Oracle Data Masking and SubsettingTwo alternatives
Delphix, IBM InfoSphere OptimSix alternatives
Accutive Data Discovery & Masking, DATPROF, Delphix, IRI FieldShield, Informatica Persistent Data Masking, Oracle Data Masking and SubsettingDeepSeek V4 FlashDelphix, Informatica Intelligent Data Management Cloudagainst: Salesforce Data MaskK2View Test Data ManagementChangedInformatica Persistent Data MaskingDelphixno first choiceagainst: AWS, Azure, Delphix, GCP, Oracle Data Masking and Subsetting, Presidio, Snowflake
Two alternatives
IBM InfoSphere Optim, K2View Test Data ManagementTwo alternatives
Informatica TDM, Perforce DelphixSix alternatives
Delphix Data Masking, IBM InfoSphere Optim, Microsoft SQL Server, OpenText Voltage SecureData, Oracle Data Masking and Subsetting, Salesforce Data MaskTwo alternatives
Broadcom Test Data Manager, DataVeilLlama 4 Maverickno first choiceInformatica Intelligent Data Management CloudChangedno first choiceagainst: Azure SQL DDM, Microsoft SQL ServerDataVeilno first choiceagainst: Delphix, IBM InfoSphere Optim Data Privacy, Informatica Data Privacy Tool
Nine alternatives
BMC Compuware, Broadcom Test Data Manager, Curiosity Software, DATPROF, Enov8, GenRocket, IBM InfoSphere Optim Test Data Management, K2View Test Data Management, Tonic.aiTwo alternatives
IRI, Oracle Data Masking and SubsettingQwen 3.7 FlashDelphixDelphixHeldno first choiceImmutaagainst: Informatica Allieno first choiceagainst: Apache Airflow, Apache NiFi, Google Cloud DLP, IBM InfoSphere Optim / Guardium, Microsoft Purview, Standard Oracle Masking
Three alternatives
Accutive, Informatica Intelligent Data Management Cloud, Microsoft PurviewThree alternatives
IBM InfoSphere Optim, Informatica Intelligent Data Management Cloud, ReltioFive alternatives
Netwrck, OpenText, Oracle Database Active Data Guard, TDE, Unity Data SecurityKimi K2IBM InfoSphere Optim Data PrivacyDelphixChangedagainst: Informatica Cloud TDMno first choiceIBM InfoSphere Optim, Oracle Data Masking and Subsettingagainst: Delphix, Informatica Intelligent Data Management CloudDelphixagainst: Fogger, Masked-AI, Microsoft SQL Server Dynamic Data Masking, Oracle Data Masking and Subsetting, Percona Server masking
Two alternatives
Delphix, Informatica Cloud Data MaskingTwo alternatives
Curiosity Software, K2View Test Data ManagementOne alternative
DataMasqueFive alternatives
IBM InfoSphere, Imperva, Informatica Intelligent Data Management Cloud, Protegrity, Tonic.aiGLM 4.7 FlashXIBM Guardium Data Protection, Informatica Intelligent Data Management CloudK2View Test Data ManagementChangedK2View Data MaskingOracle Data Masking and Subsettingagainst: Delphix, Informatica Intelligent Data Management Cloud, K2View Test Data Managementno first choiceagainst: Microsoft SQL Server Dynamic Data Masking
Four alternatives
K2View Data Product Platform, Oracle Data Masking and Subsetting, Oracle Data Safe, Salesforce PlatformTwo alternatives
Broadcom Test Data Manager, Informatica Test Data ManagementEight alternatives
Delphix Data Masking, IBM InfoSphere Optim, IRI FieldShield, Informatica Persistent Data Masking, Microsoft Azure Data Masking, OpenText Voltage SecureData, Oracle Data Masking and Subsetting, Salesforce Data MaskTwo alternatives
Microsoft Presidio, Tonic.aiMiniMax M2.5Delphix, Informatica Data Maskingno first choiceChangedDelphixDataMasqueDelphixagainst: Delphix
Three alternatives
IBM InfoSphere Optim, K2View Test Data Management, Oracle Data Masking and SubsettingFour alternatives
IBM InfoSphere Optim, Informatica Persistent Data Masking, K2View Test Data Management, Oracle Data Masking and SubsettingThree alternatives
IBM InfoSphere Optim, Informatica Data Masking, Perforce DelphixSix alternatives
Apache Fineract, IBM InfoSphere, Informatica Intelligent Data Management Cloud, Microsoft SQL Server Data Masking, Skyflow, TrustpageGPT-6 LunaTonic.aiPerforce DelphixChangedPerforce DelphixDataMasqueno first choiceagainst: IBM InfoSphere Optim, Microsoft SQL Server Dynamic Data Masking, Oracle Data Redaction
Two alternatives
IBM Optim, Perforce DelphixThree alternatives
Broadcom Test Data Manager, Informatica TDM, K2View Test Data ManagementSix alternatives
Broadcom Test Data Manager, IBM Optim, Informatica Test Data Management, K2View Test Data Management, Oracle Data Safe, Tonic StructuralOne alternative
Perforce DelphixMuse Glimmer 30BDelphix, Perforce DelphixDelphixChangedno first choiceGiganticsagainst: Delphix, Informatica Intelligent Data Management Cloud, K2View Test Data Management, Privitarno first choiceagainst: AWS, Azure, Databricks, Delphix, GCP, Microsoft SQL Server Dynamic Data Masking, Snowflake
Three alternatives
IBM InfoSphere Optim, IBM Optim Data Privacy, Informatica Persistent Data MaskingFive alternatives
CA Test Data Manager now Broadcom, IBM InfoSphere Optim, Informatica TDM, K2view TDM, PerforceOne alternative
Oracle Data Masking and SubsettingBold 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 23:18 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:20 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:26 | yes | 13 | 31 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:34 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 20 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:49 | yes | 11 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:25 | yes | 23 | 50 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:46 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:18 | yes | 10 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:22 | yes | 17 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:12 | yes | 23 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:10 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:26 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:14 | yes | 20 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:02 | yes | 18 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:16 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:23 | yes | 9 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 23:14 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:02 | yes | 21 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:27 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:24 | yes | 19 | 41 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:12 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:53 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:42 | yes | 19 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:46 | yes | 21 | 24 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:26 | yes | 5 | 51 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:19 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:21 | yes | 14 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:21 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:59 | yes | 4 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:53 | yes | 15 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:57 | yes | 20 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:55 | yes | 22 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:42 | yes | 17 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 24 | 60 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:40 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:57 | yes | 20 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 14 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:44 | yes | 20 | 76 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:16 | yes | 14 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:37 | yes | 7 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:39 | yes | 22 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:46 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:38 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:26 | yes | 15 | 27 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:39 | yes | 19 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:47 | yes | 18 | 12 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:47 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:13 | yes | 23 | 42 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:24 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:47 | no | 0 | 45 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:37 | yes | 22 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:42 | yes | 21 | 45 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:01 | yes | 19 | 53 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:27 | yes | 2 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:09 | yes | 21 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:20 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:18 | no | 0 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:55 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:23 | yes | 16 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:50 | yes | 22 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:43 | yes | 23 | 106 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:01 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:09 | yes | 10 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:52 | yes | 15 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:22 | yes | 20 | 28 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:51 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:57 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:59 | yes | 13 | 19 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:19 | yes | 24 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:59 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:32 | yes | 7 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:40 | yes | 18 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:14 | yes | 20 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:55 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:31 | yes | 20 | 51 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:10 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:43 | no | 0 | 30 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:27 | yes | 19 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:24 | yes | 20 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:51 | yes | 15 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:48 | yes | 3 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:57 | yes | 17 | 38 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
Broadcom (CA) Test Data Manager read as Broadcom Test Data Manager
Informatica read as Informatica Intelligent Data Management Cloud
Informatica (Cloud Data Masking / Test Data Management) 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 and Subsetting Pack read as Oracle Data Masking and Subsetting
Unresolved, counted raw
AWS DataMasking
Accutive
Apache Fineract
Azure SQL masking
CA Test Data Manager now Broadcom
DarkShield
Delphix Masking
Delphix Masking / Delphix Compliance Services
IBM Data Masking / IBM DataStage masking capabilities
IBM InfoSphere Optim Test Data Management
IBM Optim Test Data Management
IRI Data Protector (FieldShield/CoSort)
Informatica Allie
Informatica Cloud TDM
Informatica Dynamic Data Masking / Advanced Masking
K2View Data Product Platform
Microsoft Azure Data Masking
Microsoft Azure Data Masking / Microsoft Fabric
Netwrck
Oracle Database Active Data Guard
Oracle Enterprise Manager / TDE
Percona Server extensions
Percona Server masking
Perforce Delphix Dynamic Data Platform / Masking
Privitar
SAP-centric masking tools
Salesforce Platform (Data Masking)
Solix EDMS / Solix Test Data Management
Standard Oracle Masking
TDE
TokenEx
Tonic
Trustpage
Unity Data Security (by Unity Technologies)
native Oracle Data Masking packs
Discontinued, still offered
No shut-down product was recommended here.