Five of fourteen models named Semarchy xDM first on the direct prompt; zero named Reltio. Both were named by all fourteen models and Semarchy xDM carries 54 labels and Reltio 40, 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 Reltio were named in the same answer eighty-three times, of the 149 answers naming Semarchy xDM and the 109 naming Reltio. In those answers Reltio took the first choice three times and Semarchy xDM nine.
| 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. Six of eight in this category shown.
“Avoid enterprise tools like Reltio/Ataccama unless budget allows” Grok 4.1 Fast · budget prompt · hard negative
“Reltio is commonly named for mid-market complexity but sits in the enterprise band... harder to justify for true mid-market budgets” Muse Glimmer 30B · direct prompt · soft negative
“Tools like Informatica MDM or Reltio ... these will likely result in a bloated project for a mid-sized business.” Qwen 3.7 Flash · paraphrase prompt · soft negative
“I recommend starting with a cloud-native, multi-domain MDM platform like Reltio, Profisee, or Semarchy” Mistral Small · scale prompt · first choice
“Reltio — Cloud-native, real-time, agile” Kimi K2 · negative prompt · first choice
“I would recommend Reltio first” Perplexity Sonar · 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.