Five of fourteen models named Semarchy xDM first on the direct prompt; zero named AtroCore MDM. Semarchy xDM was named by fourteen of the fourteen models and AtroCore MDM by eleven and Semarchy xDM carries 54 labels and AtroCore MDM 19, 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, Semarchy xDM and AtroCore MDM were named in the same answer thirty-seven times, of the 149 answers naming Semarchy xDM and the 62 naming AtroCore MDM. In those answers AtroCore MDM took the first choice eleven times and Semarchy xDM four.
| 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.
“Semarchy users, for example, have reported “user experience challenges, particularly for non‑technical users navigating the platform.”” GLM 4.7 FlashX · negative prompt · soft negative
“I'd start with Semarchy xDM as the default endpoint — it balances flexibility, speed of deployment, and mid-market pricing better than most” DeepSeek V4 Flash · direct prompt · first choice
“Profisee and Semarchy are the best MDM platforms due to their scalability, domain flexibility, and strong mid-market focus.” Mistral Small · direct prompt · first choice
“Profisee and Semarchy xDM are frequently recommended for balancing capability with implementation speed and cost.” Kimi K2 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“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
“If you need a truly free, no revenue limit core and can self-host: AtroCore Open Source Edition. Free core with free import/export modules, MIT-licensed, no revenue threshold.” Muse Glimmer 30B · budget prompt · first choice
“AtroCore: A strong open-source MDM option for B2B companies, particularly suitable for mid-sized companies with 200 to 2,000 employees.” Llama 4 Maverick · paraphrase prompt · first choice
“I would recommend starting with either: AtroCore if you want an open-source, flexible solution with strong governance capabilities” MiniMax M2.5 · paraphrase 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.