Zero of fourteen models named Reltio first on the direct prompt; zero named Informatica MDM. Both were named by all fourteen models and Reltio carries 40 labels and Informatica MDM 53, 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, Reltio and Informatica MDM were named in the same answer ninety-seven times, of the 109 answers naming Reltio and the 171 naming Informatica MDM. In those answers Informatica MDM took the first choice twenty-eight times and Reltio five.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Examples: SAP Master Data Governance, IBM MDM, Informatica IDMC / MDM, and sometimes Boomi as an MDM-capable platform. These can be strong for large organizations, but reviews and analyst commentary often point to complexity, implementation effort, and services-heavy deployments as real risks.” GPT-5.4 mini · negative prompt · soft negative
“High-Cost Legacy/Enterprise Heavies (e.g., Informatica, IBM InfoSphere, SAP MDG, Oracle EDM)... Extremely expensive... Avoid if you're mid-market” Grok 4.1 Fast · negative prompt · soft negative
“Legacy MDM platforms (like Informatica, SAP, or IBM) are designed for massive organizations... these solutions will quickly become "shelfware"” Gemini 3.5 Flash · scale prompt · soft negative
“### 1. Informatica Intelligent Data Management Cloud (IDMC) - Best for: Large enterprises needing comprehensive, multi-domain governance at scale” Kimi K2 · comparative prompt · first choice
“A heavyweight of the industry, Informatica offers a massive, comprehensive platform... The Catch: It requires significant investment.” Gemini 3.5 Flash · comparative prompt · first choice
“Market position: #1 in cloud MDM globally with ~24% market share; named a Gartner Magic Quadrant Leader for MDM 7 times” DeepSeek V4 Flash · comparative 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.