Five of fourteen models named Semarchy xDM first on the direct prompt; zero named Reltio Connected Data Platform. Both were named by all fourteen models and Semarchy xDM carries 54 labels and Reltio Connected Data Platform 49, 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, Semarchy xDM and Reltio Connected Data Platform were named in the same answer ninety-four times, of the 138 answers naming Semarchy xDM and the 130 naming Reltio Connected Data Platform. In those answers Reltio Connected Data Platform took the first choice nine times and Semarchy xDM twelve.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | RC | |||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | RC | |||||
| Grok 4.20 | ||||||
| Mistral Small | RC | |||||
| DeepSeek V4 Flash | RC | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | RC | |||||
| Kimi K2 | RC | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | RC | |||||
| 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. 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. Six of eight in this category shown.
“Avoid beginning with Informatica, Reltio, or similar enterprise platforms” Perplexity Sonar · budget prompt · hard negative
“Avoid: Enterprise platforms like ... Reltio” DeepSeek V4 Flash · budget prompt · hard negative
“Treat this as a strategic and roadmap risk to investigate, not evidence that Reltio's technology is deficient.” GPT-6 Luna · negative prompt · soft negative
“Reltio is widely cited as the best option for organizations moving away from heavy, legacy infrastructure toward a modern, real-time cloud solution.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Reltio is frequently cited for its use-case-driven, graph-based approach that excels at customer and product data unification.” Qwen 3.7 Flash · comparative prompt · alternative
“Reltio is a cloud-native platform built around customer data and entity resolution across large record volumes.” Claude Haiku 4.5 · direct prompt · alternative
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.