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Master data management · November 2026 Edition

Profisee MDM vs AtroCore MDM

Eight of fourteen models named Profisee MDM first on the direct prompt; one named AtroCore MDM. Profisee MDM was named by fourteen of the fourteen models and AtroCore MDM by thirteen and Profisee MDM carries 62 labels and AtroCore MDM 25, so the shares are not directly comparable.

Profisee MDM

accepted challenger

Named in one category this edition.

AtroCore MDM

accepted challenger

Named in one category this edition.

First-choice share28%23%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate2%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 13; printed, not drawn.
Labels6225A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Profisee MDM reading right to left. Rank and label count are printed, not drawn.Semarchy xDM was named alongside these two in twelve of the fourteen direct answers. Profisee MDM vs Pimcore · Profisee MDM vs Semarchy xDM · Profisee MDM vs Boomi MDM

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Profisee MDMFirst choices, of fourteen modelsAtroCore MDM
Direct81
Paraphrase82
Comparative10
Budget-constrained010
Scale-constrained00
Negative301 against Profisee MDM
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Profisee MDM and AtroCore MDM were named in the same answer fifty-seven times, of the 159 answers naming Profisee MDM and the 70 naming AtroCore MDM. In those answers AtroCore MDM took the first choice fifteen times and Profisee MDM nineteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Profisee MDM and AtroCore MDM stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Profisee MDM AtroCore MDM first choice named as an alternative argued againstblank: not namedEach cell is one answer, Profisee MDM on the left and AtroCore MDM on the right.

The direct prompt

The plain question, one answer per model, grouped by where Profisee MDM and AtroCore MDM stood in it.

Profisee MDM first, AtroCore MDM an alternative

8 of 14 modelsAtroCore MDM was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Profisee MDM, Semarchy xDM alternatives: AtroCore MDM, Reltio Connected Data Platform
Gemini 3.5 FlashProfisee MDM alternatives: Ataccama ONE, Pimcore, Reltio Connected Data Platform, Semarchy xDM, Syndigo
Mistral SmallProfisee MDM alternatives: AtroCore MDM, Semarchy xDM
DeepSeek V4 FlashProfisee MDM, Semarchy xDM alternatives: Boomi Data Hub
Qwen 3.7 FlashProfisee MDM alternatives: CluedIn, Semarchy xDM
Kimi K2Profisee MDM alternatives: Boomi Data Hub, Semarchy xDM
GLM 4.7 FlashXProfisee MDM, Semarchy xDM alternatives: Ataccama ONE, CluedIn, Riversand, SAP Master Data Governance, Stibo Systems STEP
GPT-6 LunaProfisee MDM alternatives: Semarchy xDM

AtroCore MDM first, Profisee MDM not the choice

1 of 14 modelsProfisee MDM was named in the answer but not as the choice, or not at all.
Llama 4 MaverickAtroCore MDM

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniSemarchy Data Platform alternatives: Profisee MDM, Stibo Systems STEP
Perplexity SonarSemarchy xDM alternatives: Ataccama ONE, AtroCore MDM, Profisee MDM
Grok 4.20Boomi MDM alternatives: AtroCore MDM, Pimcore, Profisee MDM, Reltio Connected Data Platform, Semarchy xDM, Syndigo
MiniMax M2.5Boomi MDM, Semarchy xDM alternatives: AtroCore MDM, Pimcore, Profisee MDM, Reltio Connected Data Platform
Muse Glimmer 30Bno first choice alternatives: AtroCore MDM, Boomi Data Hub, Informatica MDM, Pimcore, Profisee MDM, Reltio Connected Data Platform, Sales Layer, Semarchy xDM, entitys

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.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
AtroCore MDM leads by six points.
AtroCore MDM22%#2 of 15
Profisee MDM16%#3 of 15
The full small business standing →
Mid-marketThe figures above
The order flips: Profisee MDM leads at mid-market.
Profisee MDM28%#1 of 13
AtroCore MDM23%#2 of 13
The full mid-market standing →
Enterprise
Profisee MDM leads by twenty points.
Profisee MDM20%#2 of 11
AtroCore MDM0%#– of 11
The full enterprise standing →

What the models said about Profisee MDM

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“some users say implementation complexity and cost can be a barrier” GPT-5.4 mini · negative prompt · soft negative
“I'd recommend starting with Profisee if you use Microsoft technologies, or Semarchy xDM if you need more flexible deployment options” GLM 4.7 FlashX · direct prompt · first choice
“I'd suggest starting your evaluation with Profisee if you're Microsoft-aligned or want the fastest time-to-value at mid-market pricing” Kimi K2 · paraphrase prompt · first choice
“Profisee MDM stands out as the clear leader, with 41% of first-choice recommendations specifically for mid-market B2B companies” Mistral Small · direct prompt · first choice

What the models said about AtroCore MDM

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
Also compared

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.