3 categories · RankedAtaccama ONE
Ataccama ONE is a data management platform for data quality and data governance, including deduplication of CRM data · ataccama.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Metaplane is first at 40%.
Metaplane is first at 23%. 0 of 14 models made it the first choice when asked directly.
Monte Carlo is first at 43%.
Why models recommend it
“Data Quality | Informatica, Ataccama | Talend, Oracle, Precisely”GLM 4.7 FlashX · Comparative question · first choice
“I recommend starting with Ataccama ONE or Talend Data Fabric.”Grok 4.20 · Paraphrase question · first choice
“🏆 Top Recommendation: Ataccama ONE”Kimi K2 · Paraphrase question · first choice
“A modern, user-friendly alternative to Informatica that focuses heavily on governance, quality, and cataloging”Qwen 3.7 Flash · Paraphrase question · alternative
What gives them pause
“Consider only when the business needs enterprise-grade master-data management, governance, complex entity matching, or compliance controls”Perplexity Sonar · Paraphrase question · warning
“validate total cost carefully. Complex licensing and potential vendor lock-in”Perplexity Sonar · Negative question · warning
“Syniti or Ataccama if your needs are very niche”Grok 4.20 · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Ataccama ONE, over the 123 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 58 | 15 | View → | |
| 54 | 17 | View → | |
| 52 | 7 | View → | |
| 49 | 1 | View → | |
| 45 | 0 | View → | |
| 38 | 0 | View → | |
| 31 | 3 | View → | |
| 30 | 6 | View → | |
| 30 | 2 | View → | |
| 28 | 15 | Compare → |
What the models named instead of Ataccama ONE →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Ataccama ONE's own site, not checked by Gane.
- For
- enterprises
- Free plan or trial
- custom demo; guided evaluation
- Customers named
- T-Mobile, Lloyds Banking Group, Prudential, Blue Cross Blue Shield, Fifth Third Bank, Judo Bank, SSEN Transmission, Marti Group
How this is measured
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 →Sources returned with these answers
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 118 of the 123 answers that named Ataccama ONE and are not a share of its labels.
Domains cited
290 of the 290 domain citations in answers naming Ataccama ONE came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 2 | 0 | 3 |
| Perplexity Sonar | 0 | 3 | 1 | 2 | 6 |
| Grok 4.20 | 1 | 2 | 2 | 1 | 6 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 0 | 3 |
| Llama 4 Maverick | 0 | 0 | 4 | 0 | 4 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 1 | 1 | 3 | 0 | 5 |
| GLM 4.7 FlashX | 1 | 2 | 0 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 5 | 0 | 6 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Glossary or explainer | 456 | 2 | 2026-07-28 | ||
| Blog | 162 | 14 | 2026-09-28 | ||
| Webinar or virtual event | 155 | 2 | 2026-09-16 | ||
| Conference or event | 121 | 12 | 2026-10-15 | ||
| Report or ebook | 101 | 6 | 2026-09-15 | ||
| News or press | 95 | 4 | 2026-09-09 | ||
| Case study | 33 | 3 | 2026-09-18 | ||
| Comparison | 12 | 1 | 2026-07-14 | ||
| Template or tool | 5 | 0 | 2026-06-01 | ||
| Podcast or video | 1 | 0 | 2025-12-10 |
Most recent
- 2026-09-28Data enrichment blog
How it is countedHide how it is counted
Every page ataccama.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.