Eight of fourteen models named Profisee MDM first on the direct prompt; zero named Pimcore. Profisee MDM was named by fourteen of the fourteen models and Pimcore by thirteen and Profisee MDM carries 62 labels and Pimcore 29, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the master data management page.
Across every category in the November 2026 Edition, Profisee MDM and Pimcore were named in the same answer seventy-two times, of the 159 answers naming Profisee MDM and the 91 naming Pimcore. In those answers Pimcore took the first choice twenty-two times and Profisee MDM twenty-one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“some users say implementation complexity and cost can be a barrier” GPT-5.4 mini · negative prompt · soft negative
“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 · direct prompt · first choice
“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 · paraphrase prompt · first choice
“Profisee MDM stands out as the clear leader, with 41% of first-choice recommendations specifically for mid-market B2B companies” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“cheap ETL/PIM rebrands masquerading as MDM” DeepSeek V4 Flash · negative prompt · hard negative
“avoid as a default enterprise MDM choice” Perplexity Sonar · negative prompt · hard negative
“reviewers commonly note a steep learning curve and complex configuration” GPT-5.4 mini · negative prompt · soft negative
“likely to be an open-source option such as AtroCore or Pimcore, which offer cost-effective solutions with free editions and affordable paid tiers” Llama 4 Maverick · budget prompt · first choice
“I would start by evaluating Reltio (if budget allows for SaaS) or AtroCore/Pimcore (if you prefer open-source flexibility)” Qwen 3.7 Flash · paraphrase prompt · first choice
“Pimcore is an ideal choice for small and medium-sized businesses looking for an affordable open-source MDM solution” Claude Haiku 4.5 · budget prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.