Master data management · RankedStibo Systems STEP
Stibo Systems STEP is a master data management and product information management platform from Stibo Systems · stibosystems.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.
Pimcore is first at 29%.
Profisee MDM is first at 28%. 0 of 14 models made it the first choice when asked directly.
Informatica MDM is first at 46%.
Why models recommend it
“Traditionally known for its strong domain-specific modeling, particularly effective for industries with complex hierarchies”Qwen 3.7 Flash · Comparative question · alternative
“Specialized in product information and master data, particularly strong for companies with complex product catalogs.”Claude Haiku 4.5 · Paraphrase question · alternative
“Specializes in multidomain MDM, particularly for product information and customer data”Mistral Small · Comparative question · alternative
“Product data is the main challenge? Compare Stibo with product-focused capabilities”GPT-6 Luna · Comparative question · alternative
What gives them pause
“Enterprise-tier vendors (Informatica MDM, Stibo Systems, Reltio, SAP MDG): Annual licensing ranges $250K–$1M+”DeepSeek V4 Flash · Scale-constrained question · warning
“Enterprise-grade but may be overkill for mid-market (pricing is quote-based, typically higher)”Kimi K2 · Paraphrase question · warning
Also on the shortlist
The products named in the same answers as Stibo Systems STEP, over the 97 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 92 | 35 | View → | |
| 80 | 5 | View → | |
| 73 | 19 | View → | |
| 70 | 8 | View → | |
| 66 | 1 | View → | |
| 43 | 3 | View → | |
| 38 | 0 | View → | |
| 27 | 5 | View → | |
| 20 | 0 | View → | |
| 17 | 1 | View → |
What the models named instead of Stibo Systems STEP →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on Stibo Systems STEP's own site, not checked by Gane.
- For
- complex enterprises
- Integrations
- 8 · 100 (its own pages disagree)
- Customers named
- Hager Group, Sligro Food Group, OfficeMax NZ, Ferguson, Oney, Manitou 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 90 of the 97 answers that named Stibo Systems STEP and are not a share of its labels.
Domains cited
328 of the 328 domain citations in answers naming Stibo Systems STEP 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 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 2 | 0 | 3 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 0 | 3 | 0 | 3 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 270 | 40 | 2026-09-29 | ||
| News or press | 146 | 3 | 2026-09-29 | ||
| Case study | 73 | undated | |||
| Report or ebook | 41 | 0 | 2026-04-29 | ||
| Glossary or explainer | 20 | 0 | 2026-06-01 | ||
| Webinar or virtual event | 10 | 1 | 2026-07-07 | ||
| Conference or event | 6 | undated | |||
| Comparison | 2 | 0 | 2026-07-01 | ||
| Template or tool | 1 | 0 | 2022-09-26 | ||
| Podcast or video | 1 | 1 | 2026-07-07 |
Most recent
- 2026-09-29Newsroom news or press
- 2026-09-29Stibo systems announces agentic ai engine agentworkx bringing governed agents directly into enterprise master data news or press
- 2026-09-29Overcoming data culture problems in manufacturing blog
- 2026-09-23Why business partner relationships complicate master data management blog
- 2026-09-164hana migration into an ai ready data foundation blog
- 2026-09-15Bygma selects stibo systems to strengthen product data and documentation across the group starting in denmark news or press
How it is countedHide how it is counted
Every page stibosystems.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 October 5, 2026.