Master data management for small business buyers
Asked as “master data management platform”, and as “MDM tool for customer and product data”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
23%
Contested · Profisee MDM 23%
23AtroCore MDM23Profisee MDM15Pimcore40others
23% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All twenty-one head-to-head pages: the top seven products, each against each
Profisee MDM vs ReltioProfisee MDM vs Informatica MDMProfisee MDM vs Ataccama ONESemarchy xDM vs AtroCore MDMSemarchy xDM vs PimcoreSemarchy xDM vs ReltioSemarchy xDM vs Informatica MDMSemarchy xDM vs Ataccama ONEAtroCore MDM vs PimcoreAtroCore MDM vs ReltioAtroCore MDM vs Informatica MDMAtroCore MDM vs Ataccama ONEPimcore vs ReltioPimcore vs Informatica MDMPimcore vs Ataccama ONEReltio vs Informatica MDMReltio vs Ataccama ONEInformatica MDM vs Ataccama ONE
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04B05
06
07
08I09
S10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Profisee MDM23%
Profisee MDM23%02AtroCore MDM23%
AtroCore MDM23%03Pimcore15%
Pimcore15%04Semarchy xDM6%
Semarchy xDM6%05Boomi MDM4%
06Stibo Systems STEP2%
Stibo Systems STEP2%07Reltio2%
Reltio2%08Ataccama ONE0%
Ataccama ONE0%09IBM InfoSphere0%
10SAP Master Data Governance0%
11Informatica MDM0%
Informatica MDM0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Informatica MDM81%
43 of 53 labels negative · 14 of 14 models · 17 hard negative
“small businesses should avoid or be extremely cautious of "enterprise-grade" legacy platforms... highly complex and designed for large-scale enterprise environments” Gemini 3.5 Flash, negative prompt
SAP Master Data Governance
100%
23 of 23 labels negative · 14 of 14 models · 16 hard negative
“SAP Master Data Governance ...: Enterprise is the largest segment; reviewers highlight ease of use and strong governance but also cite high cost and complex setup” Muse Glimmer 30B, negative prompt
Reltio50%
12 of 24 labels negative · 8 of 14 models · 6 hard negative
“often enterprise-grade and recommended more for companies with complex, real-time, or AI-driven data needs, rather than small businesses” Perplexity Sonar, negative prompt
Stibo Systems STEP47%
9 of 19 labels negative · 7 of 14 models · 2 hard negative
“tailored toward multinational retailers... requires a dedicated internal data governance division” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1157 links across 203 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · AtroCore55 answers · 100 citations · 13 models
vendor site · G234 answers · 57 citations · 12 models
vendor site · Fanruan31 answers · 36 citations · 12 models
29 answers · 34 citations · 11 models
27 answers · 27 citations · 12 models
vendor site · Guideflow27 answers · 27 citations · 12 models
vendor site · Profisee25 answers · 29 citations · 10 models
24 answers · 24 citations · 11 models
19 answers · 28 citations · 11 models
19 answers · 20 citations · 10 models
18 answers · 19 citations · 11 models
vendor site · Semarchy17 answers · 20 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
46 answers · 12 models
27 answers · 12 models
27 answers · 12 models
24 answers · 11 models
23 answers · 11 models
22 answers · 10 models
18 answers · 9 models
18 answers · 11 models
18 answers · 10 models
16 answers · 10 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best master data management platform”, “master data management platform”, “master data management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Profisee MDM profisee.com Profisee MDM 23%, Profisee Application Edition 2% | 25% | 141 | 260 | 9 | 17,958 | 5 | 4 | |
| AtroCore MDM atrocore.com | 23% | 62 | 10 | 0 | 385 | |||
| Pimcore pimcore.com Pimcore 15%, Pimcore Community Edition 4% | 19% | 71 | 880 | 22 | 4,825 | 0 | ||
| Semarchy xDM semarchy.com | 6% | 141 | 70 | 1 | 5,494 | 38 | ||
| Boomi MDM | 4% | 50 | 0 | |||||
| Boomi Data Hub boomi.com | 4% | 14 | 70 | 1 | 19,837 | $22,810 | 120 | 5 |
| Plytix | 2% | 720 | 12 | |||||
| Miradore miradore.com | 2% | 54 | 1,300 | 2,487 | 26,805 | $143 | 32 | |
| Syncari syncari.com | 2% | 4 | 3 | |||||
| Talend MDM | 2% |
Google's top ten for the three searches hold 17 sites; 1 of them are among the sites the models cited here (profisee.com). The first result for “best master data management platform” is upgrad.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best master data management platform for a small B2B company?”Paraphrase“Which MDM tool for customer and product data would you recommend to a small business that sells to other businesses?”Comparative“What are the top master data management platforms for a small team and how do they differ?”Budget-constrained“What is the best master data management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a master data management platform. What should we look at?”Negative“Which master data management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Profisee MDMPimcore, Profisee MDMChangedProfisee MDMagainst: Semarchy xDMPimcore, Profisee MDMno first choiceagainst: Ataccama ONE, Collibra, IBM InfoSphere Master Data Management, Informatica MDM, Profisee MDM, Reltio, SAP Master Data Governance
Two alternatives
D&B Connect, Semarchy xDMOne alternative
ReltioTwo alternatives
Pimcore, TIBCO EBXTwo alternatives
Ataccama ONE, Semarchy xDMGPT-5.4 miniSemarchy xDMagainst: Informatica MDMStibo Systems STEPChangedagainst: Informatica MDMSemarchy Data Platformagainst: Ataccama ONE, Informatica MDMno first choiceagainst: Ataccama ONE, Informatica MDM, Reltiono first choiceagainst: IBM InfoSphere Master Data Management, SAP Master Data Governance
One alternative
Stibo Systems STEPOne alternative
Semarchy xDMTwo alternatives
Reltio Data Cloud, Stibo Systems STEPTwo alternatives
Semarchy xDM, TalendGemini 3.5 FlashProfisee MDMagainst: IBM InfoSphere, Informatica MDM, SAP Master Data GovernanceSyncariChangedagainst: Informatica MDM, SAP Master Data Governance, Stibo Systems STEPCluedIn, Profisee MDMagainst: IBM InfoSphere, Informatica MDM, SAPAtroCore MDM, Pimcoreagainst: Informatica MDM, SAP Master Data Governance, Semarchy xDMProfisee MDM, dbtagainst: Informatica MDM, Reltio, Semarchy xDM, Stibo Systems STEPagainst: Hexnode, IBM InfoSphere Master Data Management, Informatica MDM, Microsoft Intune Suite, NinjaOne, Reltio, SAP Master Data Governance, Stibo Systems STEP
Three alternatives
AtroCore MDM, Pimcore, PlytixThree alternatives
AtroCore MDM, Pimcore, Profisee MDMThree alternatives
Boomi Master Data Hub, Pimcore, Semarchy xDMFour alternatives
Airtable, Baserow, Senzing, accoMASTERDATANine alternatives
Akeneo, Ataccama ONE, Census, CluedIn, Hightouch, Pimcore, Plytix, RudderStack, Twilio SegmentPerplexity SonarProfisee MDMagainst: PimcoreMiradore, ReltioChangedProfisee MDMagainst: Informatica MDMPimcoreno first choiceagainst: Collibra, IBM InfoSphere MDM, Informatica MDM, Microsoft Master Data Services, Reltio, SAP Master Data Governance, TIBCO MDM
One alternative
ReltioTwo alternatives
Jamf, Microsoft IntuneThree alternatives
Ataccama ONE, Semarchy xDM, TIBCO EBXTwo alternatives
AtroCore MDM, Profisee MDMGrok 4.1 FastAtroCore MDMagainst: Informatica MDM, Reltio, Stibo Systems STEPPimcoreChangedagainst: IBM InfoSphere, Informatica MDM, SAPProfisee MDM, Semarchy xDMagainst: IBM InfoSphere, Informatica MDMAtroCore MDMagainst: Informatica MDM, Reltiono first choiceagainst: IBM InfoSphere MDM, Informatica MDM, Oracle MDM, SAP Master Data Governance
Two alternatives
Pimcore, Profisee MDMOne alternative
AtroCore MDMThree alternatives
Ataccama ONE, AtroCore MDM, PimcoreThree alternatives
Pimcore, Profisee MDM, Semarchy xDMMistral SmallAtroCore MDMno first choiceChangedMiradore, Profisee MDMagainst: Oracle MDMAtroCore MDM, Pimcoreno first choiceagainst: Informatica MDM, SAP Master Data Governance, Stibo Systems STEPagainst: Informatica MDM, Oracle MDM, Reltio, SAP Master Data Governance, TIBCO MDM, Viamedici EPIM
Two alternatives
Informatica MDM, ReltioThree alternatives
Salesforce Data Cloud, Semarchy xDM, Stibo Systems STEPThree alternatives
Boomi MDM, OpenDQ Matrix360, Profisee MDMDeepSeek V4 FlashBoomi Data Hubagainst: Informatica MDMAtroCore MDMChangedagainst: IBM InfoSphere, Informatica MDM, Reltio, SAP Master Data GovernancePimcoreagainst: Ataccama ONEAtroCore MDMagainst: Boomi MDMBoomi MDM, Profisee MDMagainst: IBM InfoSphere, Informatica MDM, Reltio, SAP Master Data Governanceagainst: Collibra, IBM InfoSphere MDM, Informatica MDM, Reltio, SAP Master Data Governance, Stibo Systems STEP, Syndigo MDM
Four alternatives
AtroCore MDM, Pimcore, Profisee Master Data Management, Semarchy xDMFour alternatives
Dell Boomi MDM, Pimcore, Profisee MDM, Semarchy xDMFour alternatives
AtroCore MDM, Boomi MDM, Profisee MDM, Semarchy xDMTwo alternatives
Pimcore, Profisee MDMThree alternatives
AtroCore MDM, Pimcore, Semarchy xDMLlama 4 MaverickAtroCore MDMAtroCore MDMHeldno first choiceno first choiceno first choiceagainst: Informatica MDM, Oracle MDM, SAP Master Data Governance, Viamedici EPIM
One alternative
Informatica MDMFour alternatives
Fanruan, Fivetran, Guideflow, ZoomInfoQwen 3.7 FlashProfisee MDMPlytixChangedagainst: IBM InfoSphere, Informatica MDM, SAP Master Data Governance, Semarchy xDMProfisee MDMagainst: AtroCore MDM, Oracle, SAPAtroCore MDMagainst: Informatica MDM, SAPno first choiceagainst: IBM InfoSphere, Informatica MDM, Oracle Fusion Middleware MDM, SAP Master Data Governance, Siebel MDM, TIBCO EBX
Four alternatives
AtroCore MDM, Informatica MDM, Pimcore, Semarchy xDMTwo alternatives
Akeneo, HubSpotTwo alternatives
Plytix, Semarchy xDMFour alternatives
Microsoft Power Apps, OpenDQ, Profisee MDM, miniMDMKimi K2Profisee MDMagainst: IBM InfoSphere, SAP MDMPimcoreChangedProfisee MDMagainst: Informatica MDM, Reltio, TIBCO EBXPimcore Community Editionagainst: IBM InfoSphere, Informatica MDM, SAPno first choiceagainst: IBM InfoSphere, Informatica MDM, SAP Master Data Governanceagainst: IBM InfoSphere MDM, Informatica MDM, Oracle Enterprise Data Management, Reltio Data Cloud, SAP Master Data Governance, SAS MDM, Stibo Systems STEP
Two alternatives
Pimcore, Semarchy xDMFour alternatives
Boomi MDM, HubSpot Data Hub, Plytix, Profisee MDMFive alternatives
Ataccama ONE, AtroCore MDM, Boomi MDM, Pimcore, Semarchy xDMTwo alternatives
AtroCore Open Source Edition, Profisee Application EditionFour alternatives
Profisee MDM, Reltio, Semarchy xDM, TIBCO EBXGLM 4.7 FlashXProfisee MDMBoomi MDMChangedLarkagainst: IBM InfoSphere Master Data Management, Informatica MDM, Oracle Enterprise Data Management, SAP Master Data GovernanceSemarchy xDMagainst: Profisee MDMno first choiceagainst: Ataccama ONE, Boomi MDM, IBM InfoSphere Master Data Management, Informatica MDM, Oracle Master Data Management Suite, Profisee MDM, SAP Master Data Governance, Semarchy xDM, Stibo Systems STEP, Syndigo MDM
Three alternatives
Boomi MDM, Pimcore, Salesforce Data CloudTwo alternatives
Profisee MDM, Semarchy xDMSix alternatives
AtroCore MDM, Boomi MDM, Pimcore, Profisee MDM, Semarchy xDM, TalendTwo alternatives
AtroCore MDM, PimcoreMiniMax M2.5Talend MDMSemarchy xDM, WinPureChangedagainst: Informatica MDMLark, Pimcoreagainst: Informatica MDM, SAPAtroCore MDM, Pimcoreno first choiceagainst: IBM InfoSphere MDM, Informatica MDM, Oracle MDM, SAP Master Data Governance, TIBCO MDM
Five alternatives
AtroCore MDM, Microsoft Dynamics 365 Customer Insights, Orchestrate, Salesforce Data Cloud, SyndigoTwo alternatives
Boomi Data Hub, Salesforce Data CloudTwo alternatives
Boomi MDM, Profisee MDMOne alternative
Profisee MDMGPT-6 LunaBoomi Data Hubagainst: Semarchy xDMOdooChangedProfisee MDM, Semarchy xDMagainst: Informatica MDMPimcore Community Editionno first choiceagainst: IBM InfoSphere MDM managed cloud, Informatica MDM, Reltio Enterprise MDM, SAP Master Data Governance, Stibo Systems STEP
One alternative
PimcoreOne alternative
AtroCore MDMTwo alternatives
Pimcore, ReltioOne alternative
Profisee MDMMuse Glimmer 30BProfisee MDMagainst: Informatica MDMProfisee Application EditionChangedagainst: Informatica MDM, Oracle MDM, SAP MDMAtroCore MDM, Pimcoreagainst: IBM InfoSphere, Informatica MDM, Profisee MDM, SAPAtroCore MDM, OpenDQ Matrix360 / OpenDQ, Pimcore Open Source MDMProfisee MDMagainst: IBM InfoSphere MDM, Informatica MDM, Profisee MDM, SAP Master Data Governance
Two alternatives
Akeneo, Semarchy xDMFour alternatives
AtroCore MDM, Boomi MDM, Pimcore, Semarchy xDMThree alternatives
Boomi MDM, PiLog, Semarchy xDMTwo alternatives
Boomi MDM, Profisee Application EditionBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:13 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:53 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:44 | yes | 24 | 33 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:09 | yes | 18 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:13 | yes | 22 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:59 | yes | 15 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:52 | yes | 20 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:57 | yes | 6 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:23 | yes | 11 | 46 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:36 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:30 | yes | 23 | 28 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:30 | yes | 5 | 22 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:35 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:00 | yes | 23 | 42 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:39 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:51 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:59 | yes | 24 | 34 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 20 | 4 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:36 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:50 | yes | 22 | 48 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:15 | yes | 18 | 47 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:44 | yes | 23 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:30 | yes | 22 | 181 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:59 | yes | 21 | 29 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:06 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:01 | yes | 14 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:54 | yes | 10 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:41 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:33 | yes | 23 | 36 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:03 | yes | 19 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 20 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:32 | yes | 14 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:58 | yes | 22 | 33 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:24 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:13 | yes | 19 | 84 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:17 | yes | 18 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:19 | yes | 16 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:16 | yes | 20 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:14 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:17 | yes | 23 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:03 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:08 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:52 | yes | 10 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:33 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:08 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:34 | yes | 9 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:09 | yes | 19 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:04 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | yes | 11 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:51 | yes | 22 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:36 | yes | 23 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:00 | yes | 9 | 27 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:11 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:12 | yes | 13 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:46 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:10 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:37 | yes | 12 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:30 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:06 | yes | 14 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:16 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:25 | yes | 24 | 50 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:17 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:11 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:31 | yes | 24 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:57 | yes | 13 | 61 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:04 | yes | 5 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:33 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:33 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 18 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 3 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:57 | yes | 25 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:43 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:04 | yes | 22 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:30 | yes | 7 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:24 | yes | 24 | 42 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:33 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:45 | yes | 5 | 22 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:14 | yes | 21 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:09 | yes | 21 | 53 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 15 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:48 | yes | 5 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:58 | yes | 24 | 30 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Ataccama read as Ataccama ONE
AtroCore read as AtroCore MDM
AtroCore (AtroMDM) read as AtroCore MDM
AtroCore (Open Source / Community Edition) read as AtroCore MDM
AtroCore (Open Source Edition) read as AtroCore MDM
Atrocore read as AtroCore MDM
Boomi (MDM) read as Boomi Data Hub
IBM read as IBM InfoSphere
Informatica read as Informatica MDM
Informatica Intelligent Data Management Cloud (IDMC) read as Informatica MDM
Informatica Intelligent MDM read as Informatica MDM
Informatica MDM & 360 Applications read as Informatica MDM
Informatica MDM / IDMC read as Informatica MDM
Informatica MDM / Informatica Intelligent Data Management Cloud read as Informatica MDM
Informatica MDM / Intelligent Data Management Cloud read as Informatica MDM
Informatica MDM/IDMC read as Informatica MDM
Informatica Master Data Management read as Informatica MDM
Informatica Multidomain MDM / IDMC read as Informatica MDM
Profisee read as Profisee MDM
Profisee (Application Edition) read as Profisee MDM
Profisee Platform read as Profisee MDM
SAP MDG read as SAP Master Data Governance
SAP Master Data Governance, MDG read as SAP Master Data Governance
Semarchy read as Semarchy xDM
Stibo read as Stibo Systems STEP
Stibo Systems read as Stibo Systems STEP
Stibo Systems (STEP) read as Stibo Systems STEP
Stibo Systems MDM read as Stibo Systems STEP
Unresolved, counted raw
Alation Community Edition
Ataccama ON
AtroCore Open Source Edition
Dell Boomi MDM
IBM InfoSphere MDM managed cloud
Informatica Cloud BDM
Microsoft Dataverse + Power Platform
Microsoft Dynamics 365 Customer Insights
Microsoft Intune Suite
Microsoft Power Apps (Dataverse)
OpenDQ Matrix360
OpenDQ Matrix360 / OpenDQ
Oracle Fusion Middleware MDM
Orchestrate
Pimcore Open Source MDM
Posidex
Profisee Master Data Management
Reltio Enterprise MDM
Revenera
Siebel MDM
Snowplow Insights
accoMASTERDATA
Discontinued, still offered
No shut-down product was recommended here.