One of fourteen models named AtroCore MDM first on the direct prompt; zero named Reltio Connected Data Platform. AtroCore MDM was named by thirteen of the fourteen models and Reltio Connected Data Platform by fourteen and AtroCore MDM carries 25 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, AtroCore MDM and Reltio Connected Data Platform were named in the same answer twenty-seven times, of the 70 answers naming AtroCore MDM and the 130 naming Reltio Connected Data Platform. In those answers Reltio Connected Data Platform took the first choice zero times and AtroCore MDM four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | RC | |||||
| Gemini 3.5 Flash | RC | RC | RC | |||
| Perplexity Sonar | RC | |||||
| Grok 4.20 | RC | RC | ||||
| Mistral Small | RC | RC | ||||
| DeepSeek V4 Flash | RC | RC | RC | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | RC | RC | ||||
| Kimi K2 | RC | RC | RC | RC | ||
| GLM 4.7 FlashX | RC | RC | ||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | RC | RC | RC | RC | ||
| Muse Glimmer 30B | RC |
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.
“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
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.