# Data masking and test data management: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "data masking tool" and as "test data management tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the October 2026 Edition on October 4, 2026. Page: https://www.gane.ai/index/it/it-data/data-masking-and-test-data/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md

**Standing:** DATPROF Privacy leads with 17% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [DATPROF Privacy](https://www.gane.ai/index/it/vendors/datprof-privacy/index.md) | 17% | 0% | 22 |
| 2 | [Tonic.ai](https://www.gane.ai/index/it/vendors/tonic-ai/index.md) | 11% | 0% | 20 |
| 3 | [IRI FieldShield](https://www.gane.ai/index/it/vendors/iri-fieldshield/index.md) | 9% | 0% | 21 |
| 4 | [Oracle Data Masking and Subsetting](https://www.gane.ai/index/it/vendors/oracle-data-masking-and-subsetting/index.md) | 9% | 14% | 22 |
| 8 | [Delphix](https://www.gane.ai/index/it/vendors/delphix/index.md) | 4% | 27% | 37 |
| 9 | [K2View Test Data Management](https://www.gane.ai/index/it/vendors/k2view-test-data-management/index.md) | 4% | 4% | 23 |
| 10 | [GenRocket](https://www.gane.ai/index/it/vendors/genrocket/index.md) | 4% | 0% | 10 |
| 20 | [IBM InfoSphere Optim](https://www.gane.ai/index/it/vendors/ibm-infosphere-optim/index.md) | 0% | 18% | 17 |
| 26 | [Microsoft SQL Server](https://www.gane.ai/index/it/vendors/microsoft-sql-server/index.md) | 0% | 30% | 10 |
| 31 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/it/vendors/informatica-intelligent-data-management-cloud/index.md) | 0% | 36% | 14 |

Rank is by share of first choices among all 133 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: IRI FieldShield; alternatives DATPROF Privacy, Informatica Cloud Data Masking, Oracle Data Masking and Subsetting, Tonic.ai
- GPT-5.4 mini: K2View Test Data Management; alternatives Broadcom Test Data Manager, HushHush Data Masking Components, Oracle Data Safe
- Gemini 3.5 Flash: Tonic.ai; alternatives ALTR, Accutive Data Discovery & Masking, Immuta, Satori Cyber
- Perplexity Sonar: Oracle Data Masking and Subsetting; alternatives IRI FieldShield, K2View Test Data Management
- Grok 4.20: Oracle Data Masking and Subsetting, Tonic.ai; alternatives DATPROF Privacy, Delphix, Microsoft SQL Data Masking
- Mistral Small: Oracle Data Masking and Subsetting
- DeepSeek V4 Flash: IRI FieldShield; alternatives DATPROF Privacy, K2View Test Data Management, Microsoft SQL Server
- Llama 4 Maverick: Oracle Data Masking and Subsetting; alternatives IBM InfoSphere Optim, Informatica Data Privacy Tool
- Qwen 3.7 Flash: Armatix; alternatives AWS Data Sync / AWS Glue, GoodData, GreatMasking, Informatica Intelligent Data Management Cloud
- Kimi K2: IRI FieldShield; alternatives DataMasque, K2View Test Data Management, Satori Data Security Platform, Tonic.ai
- GLM 4.7 FlashX: Tonic.ai; alternatives Delphix, VGS Platform
- MiniMax M2.5: Delphix, Oracle Data Masking and Subsetting; alternatives DataSunrise, IBM InfoSphere Optim
- GPT-6 Luna: Tonic Structural; alternatives K2View Test Data Management, Perforce Delphix, Redgate Data Masker
- Muse Glimmer 30B: Tonic.ai; alternatives Camouflage, Delphix, IRI FieldShield

## Sources the answers cite

77 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- ovaledge.com: 39 answers, 43 citations
- k2view.com: 35 answers, 45 citations
- hevodata.com: 35 answers, 35 citations
- iri.com: 31 answers, 42 citations
- thectoclub.com: 31 answers, 32 citations
- kanerika.com: 27 answers, 27 citations
- atlan.com: 25 answers, 25 citations
- softwaretestinghelp.com: 25 answers, 25 citations

Pages named in the most answers:

- https://hevodata.com/learn/data-masking-tools (35 answers)
- https://ovaledge.com/blog/data-masking-tools (33 answers)
- https://iri.com/support/data-education-center/the-top-15-data-masking-tools-in-2026 (26 answers)
- https://atlan.com/data-masking-tools (25 answers)
- https://softwaretestinghelp.com/data-masking-tools (23 answers)
- https://kanerika.com/blogs/data-masking-tools (21 answers)
- https://thectoclub.com/tools/best-data-masking-software (21 answers)
- https://datastackhub.com/top-tools/data-masking-tools (20 answers)
- https://airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant (19 answers)
- https://getautonoma.com/blog/data-masking-tools (18 answers)

## Warned against

- Delphix: 10 of 37 labels negative. "What to Avoid (Unless You Have Enterprise Budget) ... Excellent but expensive" (Kimi K2, paraphrase prompt)
- Informatica Intelligent Data Management Cloud: 5 of 14 labels negative. "commercial enterprise tools (like Informatica or Delphix) can cost hundreds of thousands of dollars" (Qwen 3.7 Flash, budget prompt)
- Microsoft SQL Server: 3 of 10 labels negative. "Many major database engines (e.g., SQL Server, Oracle, Snowflake) offer native, built-in Dynamic Data Masking (DDM) out of the box. While convenient, relying on these as your primary defense is highly risky." (Gemini 3.5 Flash, negative prompt)
- Oracle Data Masking and Subsetting: 3 of 22 labels negative. "Oracle Data Masking and Subsetting is native to Oracle Enterprise Manager and only sensible if your estate is Oracle. Using it outside Oracle adds integration risk and limited coverage." (Muse Glimmer 30B, negative prompt)

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.