# Profisee MDM: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 62 judge labels across 1 category by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/profisee-mdm

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Master data management](https://www.gane.ai/index/it/it-data/master-data-management/index.md) | 28% | 1 | 2% | 62 |

## What the models said for it

- "I'd recommend starting with Profisee if you use Microsoft technologies, or Semarchy xDM if you need more flexible deployment options" (GLM 4.7 FlashX, Master data)
- "I'd suggest starting your evaluation with Profisee if you're Microsoft-aligned or want the fastest time-to-value at mid-market pricing" (Kimi K2, Master data)
- "Profisee MDM stands out as the clear leader, with 41% of first-choice recommendations specifically for mid-market B2B companies" (Mistral Small, Master data)
- "Choose Profisee if you are heavily invested in Microsoft (Azure/Fabric) and need a fast, flexible implementation." (Qwen 3.7 Flash, Master data)

## And against it

- "some users say implementation complexity and cost can be a barrier" (GPT-5.4 mini, Master data)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-5.4 mini | 0 | 2 | 0 | 1 | 3 |
| Gemini 3.5 Flash | 2 | 2 | 1 | 0 | 5 |
| Perplexity Sonar | 1 | 2 | 1 | 0 | 4 |
| Grok 4.20 | 1 | 3 | 1 | 0 | 5 |
| Mistral Small | 3 | 1 | 1 | 0 | 5 |
| DeepSeek V4 Flash | 2 | 4 | 0 | 0 | 6 |
| Llama 4 Maverick | 0 | 1 | 3 | 0 | 4 |
| Qwen 3.7 Flash | 2 | 3 | 0 | 0 | 5 |
| Kimi K2 | 2 | 3 | 1 | 0 | 6 |
| GLM 4.7 FlashX | 3 | 2 | 0 | 0 | 5 |
| MiniMax M2.5 | 0 | 1 | 2 | 0 | 3 |
| GPT-6 Luna | 1 | 3 | 0 | 0 | 4 |
| Muse Glimmer 30B | 2 | 1 | 1 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Profisee MDM, from 148 of the 159 answers that named it (only the models that return a source list).

### Domains cited

- atrocore.com: 85
- profisee.com: 74 (its own site)
- semarchy.com: 66
- g2.com: 61
- softwareadvice.com: 54
- getorchestra.io: 43
- research.isg-one.com: 38
- viewpointanalysis.com: 38
- informatica.com: 32
- gane.ai/index: 31

### Pages cited

- https://semarchy.com/blog/top-master-data-management-solutions-compared: 46
- https://profisee.com/30-best-master-data-management-tools: 45
- https://atrocore.com/en/blog/best-master-data-management-tools: 44
- https://getorchestra.io/guides/best-master-data-management-tools: 41
- https://research.isg-one.com/buyers-guide/analytics_and_data/master_data_management/2024: 35
- https://softwareadvice.com/master-data-management/small-business: 33
- https://atrocore.com/en/blog/master-data-management-tools: 31
- https://viewpointanalysis.com/post/master-data-management-software-options: 31

## In its own words

What Profisee MDM's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Enterprise Master Data Management (https://profisee.com/)
- For: business users (https://profisee.com/)
- Certifications: HIPAA, HITECH, SOC 2 Type I, ISO 27001
- Hosting: Hosted in Azure by Profisee, Azure, AWS, GCP, any cloud, Microsoft Azure in regional pairs, EEA
- Customers named: Lexmark, Mass General Brigham, Rheem, YMCA of the USA, Domino's, GAP, Nestle Purina

## What it publishes

Every page profisee.com exposes, read 2026-09-29: 708 addresses. By kind, pages and the last 90 days:

- blog: 254 pages, 7 in the last 90 days, latest 2026-08-31
- case study: 39 pages, 0 in the last 90 days, latest 2025-11-19
- conference or event: 113 pages, 12 in the last 90 days, latest 2026-09-22
- comparison: 18 pages, 0 in the last 90 days, latest 2025-12-12
- glossary or explainer: 9 pages, 0 in the last 90 days, latest 2026-03-10
- podcast or video: 116 pages, 6 in the last 90 days, latest 2026-09-18
- news or press: 29 pages, 4 in the last 90 days, latest 2026-08-26
- Recent: 2026-09-22 conference or event: Data innovation summit mea 2026 https://profisee.com/event/data-innovation-summit-mea-2026/
- Recent: 2026-09-18 podcast or video: Why data teams are a tax on the business https://profisee.com/podcast/why-data-teams-are-a-tax-on-the-business
- Recent: 2026-09-15 conference or event: Cdo magazine nashville roundtable exchange https://profisee.com/event/cdo-magazine-nashville-roundtable-exchange/
- Recent: 2026-09-14 conference or event: From batch to real time unlocking high volume mdm with profisee anz https://profisee.com/event/from-batch-to-real-time-unlocking-high-volume-mdm-with-profisee-anz
- Recent: 2026-09-14 conference or event: From batch to real time unlocking high volume mdm with profisee emea https://profisee.com/event/from-batch-to-real-time-unlocking-high-volume-mdm-with-profisee-emea
- Recent: 2026-09-10 conference or event: Ai just changed mdm 10 minutes to mastered data anz https://profisee.com/event/ai-just-changed-mdm-10-minutes-to-mastered-data-anz

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.