Zero of fourteen models named Pimcore first on the direct prompt; five named Semarchy xDM. Pimcore was named by thirteen of the fourteen models and Semarchy xDM by fourteen and Pimcore carries 29 labels and Semarchy xDM 54, 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, Pimcore and Semarchy xDM were named in the same answer fifty-six times, of the 91 answers naming Pimcore and the 138 naming Semarchy xDM. In those answers Semarchy xDM took the first choice six times and Pimcore seventeen.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“If you want a modern, cloud-native, and user-friendly solution: Profisee or Semarchy xDM.” Mistral Small · paraphrase prompt · first choice
“For fast mid-market rollout, Profisee and Semarchy lower the barrier without sacrificing governance.” Claude Haiku 4.5 · direct prompt · first choice
“Safer Alternatives Trending Well ... Semarchy — Rapid implementation, consistently well-reviewed” Kimi K2 · negative 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.