Zero of fourteen models named AtroCore MDM first on the direct prompt; zero named Reltio. AtroCore MDM was named by eleven of the fourteen models and Reltio by fourteen and AtroCore MDM carries 19 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, AtroCore MDM and Reltio were named in the same answer fourteen times, of the 62 answers naming AtroCore MDM and the 109 naming Reltio. In those answers Reltio took the first choice zero times and AtroCore MDM six.
| 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. Five of six in this category shown.
“Open-source/SMB options (e.g., AtroCore, Pimcore): Cost-effective but cautioned for lacking enterprise-grade SLAs” Grok 4.1 Fast · negative prompt · soft negative
“Open-source options can be risky without strong technical support.” Mistral Small · negative prompt · soft negative
“If you need a truly free, no revenue limit core and can self-host: AtroCore Open Source Edition. Free core with free import/export modules, MIT-licensed, no revenue threshold.” Muse Glimmer 30B · budget prompt · first choice
“AtroCore: A strong open-source MDM option for B2B companies, particularly suitable for mid-sized companies with 200 to 2,000 employees.” Llama 4 Maverick · paraphrase prompt · first choice
“I would recommend starting with either: AtroCore if you want an open-source, flexible solution with strong governance capabilities” MiniMax M2.5 · paraphrase 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.