Five of fourteen models named Semarchy xDM first on the direct prompt; two named Boomi MDM. Semarchy xDM was named by fourteen of the fourteen models and Boomi MDM by nine and Semarchy xDM carries 54 labels and Boomi MDM 13, 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.
| 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 | BM | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | BM | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | BM | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | BM | |||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | BM |
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. 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
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” MiniMax M2.5 · paraphrase prompt · first choice
“I would recommend starting with Semarchy xDM or Boomi MDM as your primary choices” MiniMax M2.5 · direct prompt · first choice
“Boomi MDM (Top Pick for Most Mid-Market B2B Companies)” Grok 4.20 · direct 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.