Ten 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 twelve and Profisee MDM carries 51 labels and Pimcore 23, 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 October 2026 Edition, Profisee MDM and Pimcore were named in the same answer fifty-five times, of the 146 answers naming Profisee MDM and the 72 naming Pimcore. In those answers Pimcore took the first choice thirteen 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 4.1 Fast | ||||||
| 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.
“Profisee: Lacks strong PIM capabilities (like BOM support) and doesn't leverage NoSQL/ graph databases” MiniMax M2.5 · negative prompt · soft negative
“I'd recommend starting with Profisee if you're in the Microsoft ecosystem, as it offers the best balance of features, pricing, and ease of implementation” GLM 4.7 FlashX · paraphrase prompt · first choice
“Highly rated for mid-market companies... strong balance of powerful multi-domain MDM features with a lower total cost of ownership and fast deployment times.” Gemini 3.5 Flash · scale prompt · first choice
“Profisee is known for an industry-leading low total cost of ownership, rapid implementation and a truly flexible multi-domain platform.” 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. Six of seven in this category shown.
“Some users like the breadth of platforms such as Pimcore or MaPS System, but review feedback often mentions that these can take time to master” GPT-5.4 mini · negative prompt · soft negative
“Open-source/SMB options (e.g., AtroCore, Pimcore): Cost-effective but cautioned for lacking enterprise-grade SLAs” Grok 4.1 Fast · negative prompt · soft negative
“Open-source options can be risky without strong technical support.” Mistral Small · negative prompt · soft negative
“For a genuinely tight budget, Pimcore is worth a look if you have technical staff and your needs are mainly product or catalog data.” GPT-6 Luna · budget prompt · first choice
“No software budget, but we have strong PHP developers. | Pimcore | Zero licensing costs and infinite flexibility to customize.” Gemini 3.5 Flash · budget prompt · first choice
“Pimcore is the strongest overall choice because it is widely described as an affordable open-source MDM option” Perplexity Sonar · 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.