# Informatica Data Quality: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 18 judge labels across 1 category by 12 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/informatica-data-quality

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [CRM data quality and deduplication](https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/index.md) | 0% | 111 | 50% | 18 |

## What the models said for it

- "A market leader offering comprehensive data quality capabilities including profiling, cleansing, matching, and monitoring across enterprise data ecosystems." (MiniMax M2.5, CRM data quality)
- "Need enterprise-wide governance: Evaluate Informatica, Ataccama, or Qlik Talend Cloud" (Perplexity Sonar, CRM data quality)
- "Choose Openprise or Informatica if you are an enterprise with complex data orchestration rules" (Gemini 3.5 Flash, CRM data quality)
- "Best-in-class master data management (MDM) and data lineage; 7-time Gartner Leader" (Kimi K2, CRM data quality)

## And against it

- "Examples to Avoid: Ataccama ONE, Informatica Data Quality, IBM Data Quality Solutions, SAP Data Services." (GLM 4.7 FlashX, CRM data quality)
- "Avoid Heavy Enterprise Giants for Mid-Market Needs (e.g., Informatica)" (Qwen 3.7 Flash, CRM data quality)
- "usually lack the huge IT budgets required for enterprise MDM (Master Data Management) suites like Reltio or Informatica" (Gemini 3.5 Flash, CRM data quality)
- "may be overkill for many organizations. It requires developer expertise and comes with a high price tag" (Mistral Small, CRM data quality)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Informatica Data Quality, from 70 of the 71 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 49
- gane.ai/index: 28
- findymail.com: 26
- prospeo.io: 21
- cognism.com: 20
- therevopsreport.com: 19
- techrepublic.com: 18
- validity.com: 17
- integrate.io: 12
- airbyte.com: 11

### Pages cited

- https://g2.com/categories/data-quality/f/crm: 36
- https://findymail.com/blog/crm-data-quality: 24
- https://www.gane.ai/index/gtm/revops/crm-data-quality-and-deduplication/enterprise: 22
- https://cognism.com/blog/data-quality-management-tools: 17
- https://techrepublic.com/article/best-data-cleaning-software: 17
- https://therevopsreport.com/tools/best-data-hygiene: 15
- https://validity.com/wp-content/uploads/2024/05/The-State-of-CRM-Data-Management-in-2024.pdf: 12
- https://clearout.io/blog/crm-data-cleaning-solutions: 11

## The company

Informatica; https://www.informatica.com; Redwood City, United States; founded 1993; public, INFA on New York Stock Exchange. From Wikidata, fetched 2026-09-14.

## In its own words

What Informatica Data Quality's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Informatica is named a Leader in the Gartner® Magic Quadrant™ for Augmented Data Quality Solutions for the 18th time (https://www.informatica.com/data-quality-magic-quadrant.html)
- For: Everyone—including line-of-business managers, data stewards, analysts, and IT developers (https://www.informatica.com/blogs/data-quality-for-everyone-everywhere.html)
- Price stated: Get consumption-based pricing (https://www.informatica.com/products/data-quality.html)
- Free plan or trial: Free 30-Day Trial (https://www.informatica.com/trials/cloud-data-quality.html)
- Hosting: North America, Europe, Asia Pacific
- Customers named: Lowell, mabe, hoffmann-group, saudi-airlines, meridian-health, franciscan-health, Avis Budget Group, AXA

## What it publishes

Every page informatica.com exposes, read 2026-09-29: 10003 addresses. By kind, pages and the last 90 days:

- blog: 598 pages, 0 in the last 90 days, latest 2023-04-27
- case study: 78 pages, 0 in the last 90 days, latest 2025-06-24
- webinar or virtual event: 7 pages, 0 in the last 90 days, latest 2024-10-09
- conference or event: 17 pages, 3 in the last 90 days, latest 2026-10-27
- report or ebook: 9 pages, 0 in the last 90 days, latest undated
- comparison: 14 pages, 0 in the last 90 days, latest 2023-09-13
- template or tool: 3 pages, 0 in the last 90 days, latest 2024-08-12
- glossary or explainer: 123 pages, 1 in the last 90 days, latest 2026-07-08
- podcast or video: 288 pages, 0 in the last 90 days, latest undated
- news or press: 142 pages, 0 in the last 90 days, latest 2026-05-01
- Recent: 2026-10-27 conference or event: 20261027 ai drug discovery development summit https://www.informatica.com/about-us/events/2026/20261027-ai-drug-discovery-development-summit.html
- Recent: 2026-10-07 conference or event: 20261007 cdo magazine atlanta roundtable exchange https://www.informatica.com/about-us/events/2026/20261007-cdo-magazine-atlanta-roundtable-exchange.html
- Recent: 2026-09-29 conference or event: 20260929 shoptalk fall https://www.informatica.com/about-us/events/2026/20260929-shoptalk-fall.html
- Recent: 2026-07-08 glossary or explainer: What is data quality https://www.informatica.com/resources/articles/what-is-data-quality.html
- Recent: 2026-05-01 news or press: 20260520 informatica from salesforce delivers the trusted data foundation every ai agent needs now across every surface  https://www.informatica.com/about-us/news/news-releases/2026/05/20260520-informatica-from-salesforce-delivers-the-trusted-data-foundation-every-ai-agent-needs-now-across-every-surface-every-platform-everywhere.html
- Recent: 2026-05-01 news or press: 20260520 informatica brings headless data management and iceberg governance to snowflake https://www.informatica.com/about-us/news/news-releases/2026/05/20260520-informatica-brings-headless-data-management-and-iceberg-governance-to-snowflake.html

## Record

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