data.world is a cloud-based data catalog and governance platform built on a knowledge graph · data.world ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Secoda is first at 19%.
Atlan is first at 35%. 0 of 14 models made it the first choice when asked directly.
Collibra is first at 38%.
“like Atlan, data.world, or a managed open-source option”DeepSeek V4 Flash · Scale-constrained question · first choice
“If you need a knowledge graph and stronger collaboration/community features, data.world fits mid-sized enterprises.”Muse Glimmer 30B · Direct question · alternative
“Other options include Atlan and data.world, which are also suitable for mid-market companies.”Llama 4 Maverick · Direct question · alternative
“Unique knowledge-graph-powered catalog.”DeepSeek V4 Flash · Comparative question · alternative
“data.world if you want a standalone specialist vendor: ServiceNow completed its acquisition in July 2025”GPT-6 Luna · Negative question · warning
“data.world | ServiceNow (July 2025) | Now surfaced as ServiceNow Data Catalog”MiniMax M2.5 · Negative question · warning
The products named in the same answers as data.world, over the 38 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 32 | 6 | View → | |
| 31 | 3 | View → | |
| 28 | 1 | View → | |
| 25 | 2 | View → | |
| 20 | 0 | View → | |
| 20 | 0 | View → | |
| 17 | 6 | View → | |
| 17 | 1 | View → | |
| 12 | 2 | View → | |
| 10 | 0 | View → |
What the models named instead of data.world →
A side-by-side page exists where both products are among a category's top eight.
Stated on data.world'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 37 of the 38 answers that named data.world and are not a share of its labels.
126 of the 139 domain citations in answers naming data.world came from a third party's page.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| 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 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 1 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 418 | 0 | 2025-07-18 | Data catalogs | |
| Podcast or video | 195 | undated | Data catalogs, Master data | ||
| Webinar or virtual event | 95 | undated | Data catalogs | ||
| Comparison | 57 | undated | Data catalogs | ||
| News or press | 52 | undated | Data catalogs, Data virtualization | ||
| Conference or event | 46 | 0 | 2025-06-20 | ||
| Glossary or explainer | 29 | undated | Data catalogs | ||
| Report or ebook | 25 | undated | Data catalogs | ||
| Case study | 14 | undated | |||
| Template or tool | 8 | undated | Data catalogs |
Every page data.world 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 October 5, 2026.