Informatica Data Quality is a data quality platform for cleansing data across multiple enterprise systems · informatica.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Insycle is first at 51%.
Insycle is first at 50%. 0 of 14 models made it the first choice when asked directly.
DemandTools is first at 40%.
“A market leader offering comprehensive data quality capabilities including profiling, cleansing, matching, and monitoring across enterprise data ecosystems.”MiniMax M2.5 · Comparative question · alternative
“Need enterprise-wide governance: Evaluate Informatica, Ataccama, or Qlik Talend Cloud”Perplexity Sonar · Comparative question · alternative
“Choose Openprise or Informatica if you are an enterprise with complex data orchestration rules”Gemini 3.5 Flash · Comparative question · alternative
“Best-in-class master data management (MDM) and data lineage; 7-time Gartner Leader”Kimi K2 · Comparative question · alternative
“Examples to Avoid: Ataccama ONE, Informatica Data Quality, IBM Data Quality Solutions, SAP Data Services.”GLM 4.7 FlashX · Negative question · warning
“Avoid Heavy Enterprise Giants for Mid-Market Needs (e.g., Informatica)”Qwen 3.7 Flash · Negative question · warning
“usually lack the huge IT budgets required for enterprise MDM (Master Data Management) suites like Reltio or Informatica”Gemini 3.5 Flash · Direct question · warning
“may be overkill for many organizations. It requires developer expertise and comes with a high price tag”Mistral Small · Negative question · warning
The products named in the same answers as Informatica Data Quality, over the 71 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 58 | 26 | View → | |
| 35 | 3 | View → | |
| 34 | 8 | View → | |
| 24 | 2 | View → | |
| 19 | 1 | View → | |
| 18 | 0 | View → | |
| 18 | 0 | View → | |
| 17 | 1 | View → | |
| 16 | 2 | View → | |
| 14 | 1 | View → |
What the models named instead of Informatica Data Quality →
A side-by-side page exists where both products are among a category's top eight.
Stated on Informatica Data Quality's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 70 of the 71 answers that named Informatica Data Quality and are not a share of its labels.
193 of the 221 domain citations in answers naming Informatica Data Quality came from a third party's page. Twenty-eight were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 598 | 0 | 2023-04-27 | ||
| Podcast or video | 288 | undated | |||
| News or press | 142 | 0 | 2026-05-01 | ||
| Glossary or explainer | 123 | 1 | 2026-07-08 | ||
| Case study | 78 | 0 | 2025-06-24 | ||
| Conference or event | 17 | 3 | 2026-10-27 | ||
| Comparison | 14 | 0 | 2023-09-13 | ||
| Report or ebook | 9 | undated | |||
| Webinar or virtual event | 7 | 0 | 2024-10-09 | ||
| Template or tool | 3 | 0 | 2024-08-12 |
As the event pages on informatica.com state them, read September 28, 2026.
Every page informatica.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.