2 categories · RankedAtaccama ONE
Ataccama ONE is a data management platform for data quality and data governance, including deduplication of CRM data · ataccama.com ↗
Why models recommend it
“High Gartner ratings, AI/ML capabilities, good for both technical and business users.”Grok 4.20 · Comparative question · alternative
“Adds automated monitoring, anomaly detection, master-data management, and governance”Perplexity Sonar · Comparative question · alternative
“Continuous data health monitoring | Monte Carlo, Ataccama, Delpha”GLM 4.7 FlashX · Comparative question · alternative
“uniquely combines data quality and MDM”DeepSeek V4 Flash · Comparative question · alternative
What gives them pause
“Examples to Avoid: Ataccama ONE, Informatica Data Quality, IBM Data Quality Solutions, SAP Data Services.”GLM 4.7 FlashX · Negative question · warning
“often expensive, implementation-heavy, and excessive for straightforward CRM deduplication”Perplexity Sonar · Negative question · warning
“Overkill if your only concern is CRM data cleanliness”DeepSeek V4 Flash · Comparative question · warning
Also on the shortlist
The products named in the same answers as Ataccama ONE, over the 36 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 19 | 10 | View → | |
| 18 | 1 | View → | |
| 15 | 0 | View → | |
| 14 | 0 | View → | |
| 12 | 0 | View → | |
| 11 | 2 | View → | |
| 11 | 2 | View → | |
| 11 | 0 | View → | |
| 10 | 0 | View → | |
| 9 | 2 | View → |
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 35 of the 36 answers that named Ataccama ONE and are not a share of its labels.
Domains cited
106 of the 116 domain citations in answers naming Ataccama ONE came from a third party's page. Ten 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 cited
Pages are listed as the models cited them.
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 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 3 | 0 | 3 |
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 | Enrichment | |
| 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 | DMP | |
| 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.