Eight of fourteen models named Profisee MDM first on the direct prompt; one named AtroCore MDM. Profisee MDM was named by fourteen of the fourteen models and AtroCore MDM by thirteen and Profisee MDM carries 62 labels and AtroCore MDM 25, 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 AtroCore MDM were named in the same answer fifty-seven times, of the 159 answers naming Profisee MDM and the 70 naming AtroCore MDM. In those answers AtroCore MDM took the first choice fifteen times and Profisee MDM nineteen.
| 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. Three of four in this category shown.
“I'd recommend starting with Boomi MDM if you want cloud convenience and quick deployment, or AtroCore if you prefer open-source flexibility and cost control” MiniMax M2.5 · paraphrase prompt · first choice
“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
“AtroCore is the strongest open-source MDM option for B2B companies with GPLv3 license and API-first architecture” 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.