# IRI FieldShield: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 18 judge labels across 1 category by 11 of 14 models. Page: https://www.gane.ai/index/it/vendors/iri-fieldshield

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data masking and test data management](https://www.gane.ai/index/it/it-data/data-masking-and-test-data/index.md) | 9% | 3 | 6% | 18 |

## What the models said for it

- "Highly recommended for small businesses, with a 22% first-choice share among AI models for budget-conscious buyers" (Mistral Small, Data masking)
- "My recommendation would be to evaluate K2view or IRI FieldShield first" (MiniMax M2.5, Data masking)
- "IRI FieldShield is the most frequently recommended value option" (Muse Glimmer 30B, Data masking)
- "Top Recommendation: IRI FieldShield" (DeepSeek V4 Flash, Data masking)

## And against it

- "Free version has limited features compared to paid tiers" (MiniMax M2.5, Data masking)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 3 | 0 | 0 | 3 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 2 | 0 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 0 | 1 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 0 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named IRI FieldShield, from 51 of the 51 answers that named it (only the models that return a source list).

### Domains cited

- ovaledge.com: 29
- cybersecuritynews.com: 28
- g2.com: 22
- iri.com: 22
- k2view.com: 22
- sourceforge.net: 19
- gane.ai/index: 18
- hevodata.com: 17
- softwaretestinghelp.com: 15
- slashdot.org: 14

### Pages cited

- https://ovaledge.com/blog/data-masking-tools: 28
- https://cybersecuritynews.com/best-data-masking-tools: 25
- https://hevodata.com/learn/data-masking-tools: 17
- https://www.gane.ai/index/it/it-data/data-masking-and-test-data/smb: 16
- https://iri.com/support/data-education-center/the-top-15-data-masking-tools-in-2026: 16
- https://g2.com/categories/data-masking/small-business: 14
- https://epodcastnetwork.com/top-8-data-masking-tools-every-small-business-should-know: 13
- https://softwaretestinghelp.com/data-masking-tools: 13

## Record

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