# IRI: how AI models rank it, November 2026

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

## 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) | 0% | 92 | 0% | 1 |

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named IRI, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- iri.com: 3 (its own site)
- itwire.com: 3
- solix.com: 3
- airbyte.com: 2
- k2view.com: 2
- salesforce.com: 2
- bestdevops.com: 1
- customgpt.ai: 1
- dzone.com: 1
- fivetran.com: 1

### Pages cited

- https://iri.com/blog/data-protection/choosing-a-data-masking-tool: 3
- https://itwire.com/guest-articles/guest-opinion/how-to-evaluate-data-masking-tools: 3
- https://solix.com/leadership-lessons/how-to-choose-the-right-data-masking-solution-and-whats-next-for-the-industry: 3
- https://airbyte.com/top-etl-tools-for-sources/data-masking-tools-to-protect-pii-stay-compliant: 2
- https://bestdevops.com/top-10-data-masking-tokenization-tools-features-pros-cons-comparison: 1
- https://customgpt.ai/soc-2-compliance-sso: 1
- https://dzone.com/articles/how-to-choose-the-right-data-masking-tool-for-your: 1
- https://fivetran.com/learn/data-masking-software: 1

## In its own words

What IRI's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Total Data Management, Built for Enterprise Speed (https://iri.com/)
- For: BI & AI Architect CIO / IT Manager Compliance Officer / CISO Database Administrator Data / Solution Architect Software Developer (https://iri.com/)
- Free plan or trial: Evaluate any - or every - tool in the IRI Voracity platform free for 30-days on your Linux or Windows system. (https://iri.com/)
- Hosting: on-premise, in the cloud

## What it publishes

Every page iri.com exposes, read 2026-10-05: 364 addresses. By kind, pages and the last 90 days:

- blog: 53 pages, 5 in the last 90 days, latest 2026-09-30
- case study: 26 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest 2026-03-06
- news or press: 8 pages, 3 in the last 90 days, latest 2026-09-08
- Recent: 2026-09-30 blog: Ai ready data enterprise scale https://www.iri.com/blog/ai/ai-ready-data-enterprise-scale/?utm_source=rss&utm_medium=rss&utm_campaign=ai-ready-data-enterprise-scale
- Recent: 2026-09-29 blog: Automated facial redaction biometric data https://www.iri.com/blog/data-protection/automated-facial-redaction-biometric-data/?utm_source=rss&utm_medium=rss&utm_campaign=automated-facial-redaction-biometric-data
- Recent: 2026-09-21 blog: Enterprise ai data readiness https://www.iri.com/blog/ai/enterprise-ai-data-readiness/?utm_source=rss&utm_medium=rss&utm_campaign=enterprise-ai-data-readiness
- Recent: 2026-09-12 blog: Pii discovery patterns set files https://www.iri.com/blog/data-protection/pii-discovery-patterns-set-files/?utm_source=rss&utm_medium=rss&utm_campaign=pii-discovery-patterns-set-files
- Recent: 2026-09-09 blog: Iri audit log wrangler performance security https://www.iri.com/blog/iri/business/iri-audit-log-wrangler-performance-security/?utm_source=rss&utm_medium=rss&utm_campaign=iri-audit-log-wrangler-performance-security
- Recent: 2026-09-08 news or press: Press releases https://www.iri.com/news/press-releases

## 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.