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Best Data Governance Software

What 10 leading AI models recommend

Top Recommendations

#1

Collibra

Mentioned by
10/10
models
Average rank: 1.5
Gemini FGemini Pclaude-sonnet-4.5+7 more
#2

Informatica

Mentioned by
10/10
models
Average rank: 1.6
Gemini FGemini Pclaude-sonnet-4.5+7 more
#3

Alation

Mentioned by
9/10
models
Average rank: 3.9
Gemini Fclaude-sonnet-4.5claude-opus-4.5+6 more
#4

IBM

Mentioned by
6/10
models
Average rank: 3.5
Gemini Fgpt-5.1llama-3.3-70b-instruct:free+3 more
#5

Microsoft Purview

Mentioned by
6/10
models
Average rank: 4.8
Gemini Fclaude-sonnet-4.5claude-opus-4.5+3 more
#6

Talend

Mentioned by
6/10
models
Average rank: 6.8
claude-sonnet-4.5gpt-4o-minigpt-5.1+3 more

What Each AI Model Says

G

Gemini 2.5 Pro

No rankings extracted

?

mistral-large-2512

  1. 1Axon Data Governance+
  2. 2Watson Knowledge Catalog+
  3. 3SAP Master Data Governance+
  4. 4erwin Data Modeler+
  5. 5ONE Platform+
?

claude-opus-4.5

  1. 3Microsoft Purview+
  2. 5IBM Knowledge Catalog+
  3. 7SAP Master Data Governance+
  4. 4Cloud Data Governance & Catalog+
D

DeepSeek V3

  1. 1Watson Knowledge Catalog+
  2. 2Master Data Governance+
  3. 3Purview+
  4. 4Data Intelligence Suite+
?

glm-4.7

  1. 1Microsoft Purview+
  2. 2Intelligent Data Management Cloud (IDMC)+
  3. 3Watson Knowledge Catalog (WKC)+
?

claude-sonnet-4.5

  1. 4Microsoft Purview+
  2. 7IBM Cloud Pak for Data+
  3. 8SAP Data Intelligence+
  4. 8SAP Master Data Governance+
  5. 5Watson Knowledge Catalog+
?

gpt-5.1

  1. 1Intelligent Data Management Cloud (IDMC)+
  2. 2Collibra Data Intelligence Cloud+
  3. 3Alation Data Intelligence Platform+
  4. 4IBM Cloud Pak for Data+
  5. 5SAP Master Data Governance (MDG)+
G

Gemini 2.5 Flash

  1. 1Cloud Pak for Data+
  2. 2Watson Knowledge Catalog+
  3. 3Microsoft Purview+
  4. 4SAP Data Intelligence+
  5. 5Intelligent Data Management Cloud (IDMC)+
?

llama-3.3-70b-instruct:free

No rankings extracted

?

gpt-4o-mini

  1. 4IBM Watson Knowledge Catalog+
  2. 5Microsoft Purview+
  3. 7SAP Data Intelligence+

Complete Rankings

RankProduct/CompanyModels MentioningAvg. RankMentioned By
1Collibra
10/10
1.5
Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7
2Informatica
10/10
1.6
Gemini FGemini Pclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7
3Alation
9/10
3.9
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7
4IBM
6/10
3.5
Gemini Fgpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeekglm-4.7
5Microsoft Purview
6/10
4.8
Gemini Fclaude-sonnet-4.5claude-opus-4.5gpt-4o-minigpt-5.1glm-4.7
6Talend
6/10
6.8
claude-sonnet-4.5gpt-4o-minigpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeek
7SAP
4/10
5.5
gpt-5.1llama-3.3-70b-instruct:freemistral-large-2512DeepSeek
8Ataccama
4/10
7.0
gpt-5.1mistral-large-2512DeepSeekglm-4.7
9OneTrust
4/10
7.7
Gemini Fgpt-5.1mistral-large-2512DeepSeek
10Watson Knowledge Catalog
4/10
-
Gemini Fclaude-sonnet-4.5mistral-large-2512DeepSeek
11Intelligent Data Management Cloud (IDMC)
3/10
1.0
Gemini Fgpt-5.1glm-4.7
12Atlan
3/10
5.3
Gemini Fclaude-sonnet-4.5claude-opus-4.5
13Microsoft
3/10
7.0
llama-3.3-70b-instruct:freeDeepSeekglm-4.7
14SAP Master Data Governance
3/10
7.5
claude-sonnet-4.5claude-opus-4.5mistral-large-2512
15SAP Data Intelligence
3/10
7.5
Gemini Fclaude-sonnet-4.5gpt-4o-mini
16data quality
3/10
-
gpt-4o-minillama-3.3-70b-instruct:freeDeepSeek
17metadata management
3/10
-
gpt-4o-minillama-3.3-70b-instruct:freemistral-large-2512
18IBM Cloud Pak for Data
2/10
5.5
claude-sonnet-4.5gpt-5.1
19Talend Data Fabric
2/10
10.0
gpt-5.1mistral-large-2512
20CLAIRE engine
2/10
-
claude-sonnet-4.5mistral-large-2512
21ONE Platform
2/10
-
mistral-large-2512glm-4.7
22data cataloging
2/10
-
gpt-4o-miniDeepSeek
23data lineage
2/10
-
gpt-4o-minimistral-large-2512
24Collibra Data Intelligence Cloud
1/10
2.0
gpt-5.1
25Alation Data Intelligence Platform
1/10
3.0
gpt-5.1
26IBM Watson Knowledge Catalog
1/10
4.0
gpt-4o-mini
27IBM Knowledge Catalog
1/10
5.0
claude-opus-4.5
28SAS
1/10
5.0
llama-3.3-70b-instruct:free
29SAP Master Data Governance (MDG)
1/10
5.0
gpt-5.1
30Oracle
1/10
6.0
llama-3.3-70b-instruct:free
31Ataccama ONE
1/10
7.0
gpt-5.1
32erwin
1/10
7.0
mistral-large-2512
33OneTrust Data Governance
1/10
8.0
gpt-5.1
34BigID
1/10
9.0
gpt-5.1
35Precisely
1/10
9.0
claude-sonnet-4.5
36BigID Platform
1/10
9.0
gpt-5.1
37Data360
1/10
10.0
llama-3.3-70b-instruct:free
38Alex Solutions
1/10
10.0
claude-sonnet-4.5
39DataRobot
1/10
10.0
mistral-large-2512
40Erwin
1/10
10.0
DeepSeek
41Search Experience
1/10
-
glm-4.7
42Select Star
1/10
-
claude-sonnet-4.5
43Stemma
1/10
-
claude-sonnet-4.5
44data.world
1/10
-
claude-sonnet-4.5
45Secoda
1/10
-
claude-sonnet-4.5
46Comprehensive end-to-end data governance platform
1/10
-
claude-opus-4.5
47Premium pricing
1/10
-
claude-opus-4.5
48Cloud Data Governance & Catalog
1/10
-
claude-opus-4.5
49AI-powered data discovery and classification (CLAIRE engine)
1/10
-
claude-opus-4.5
50Higher total cost of ownership
1/10
-
claude-opus-4.5
51Native integration with Azure, Microsoft 365, Power Platform
1/10
-
claude-opus-4.5
52Less mature than dedicated governance platforms
1/10
-
claude-opus-4.5
53Best-in-class data catalog with strong search capabilities
1/10
-
claude-opus-4.5
54Governance features less comprehensive than Collibra
1/10
-
claude-opus-4.5
55Cost and Complexity
1/10
-
Gemini P
56Deep AI/ML governance capabilities (AI Factsheets)
1/10
-
claude-opus-4.5
57User experience lags modern competitors
1/10
-
claude-opus-4.5
58Purpose-built for modern data stack
1/10
-
claude-opus-4.5
59Less mature for legacy/enterprise systems
1/10
-
claude-opus-4.5
60Collaboration & Workflow
1/10
-
Gemini P
61Business-Focused
1/10
-
Gemini P
62Active Metadata Management
1/10
-
Gemini F
63Behavioral Intelligence
1/10
-
Gemini F
64Cloud Pak for Data
1/10
-
Gemini F
65CLAIRE
1/10
-
Gemini F
66Master Data Management (MDM)
1/10
-
Gemini F
67Data Quality
1/10
-
Gemini F
68Metadata Management
1/10
-
Gemini F
69Data Lineage
1/10
-
Gemini F
70Data Catalog
1/10
-
Gemini F
71analytics and AI capabilities
1/10
-
llama-3.3-70b-instruct:free
72collaboration and workflow features
1/10
-
llama-3.3-70b-instruct:free
73data integration
1/10
-
llama-3.3-70b-instruct:free
74regulatory compliance
1/10
-
llama-3.3-70b-instruct:free
75cloud and hybrid environments
1/10
-
llama-3.3-70b-instruct:free
76Business Glossary
1/10
-
Gemini F
77business glossary
1/10
-
mistral-large-2512
78AI/ML-driven automation
1/10
-
mistral-large-2512
79Axon Data Governance
1/10
-
mistral-large-2512
80data catalog
1/10
-
mistral-large-2512
81AI-driven search & recommendations
1/10
-
mistral-large-2512
82privacy & consent management
1/10
-
mistral-large-2512
83erwin Data Modeler
1/10
-
mistral-large-2512
84Watson Knowledge Catalog (WKC)
1/10
-
glm-4.7
85AI/ML-driven governance
1/10
-
mistral-large-2512
86Master Data Governance
1/10
-
DeepSeek
87Purview
1/10
-
DeepSeek
88Policy Enforcement
1/10
-
glm-4.7
89Data Intelligence Suite
1/10
-
DeepSeek
90Business-First Focus
1/10
-
glm-4.7
91Data Catalog & Dictionary
1/10
-
glm-4.7
92Workflow Automation
1/10
-
glm-4.7
93Cost
1/10
-
glm-4.7
94CLAIRE Engine
1/10
-
glm-4.7
95End-to-End Integration
1/10
-
glm-4.7
96User Experience
1/10
-
glm-4.7
97Behavioral Metadata
1/10
-
glm-4.7
98Technical Depth
1/10
-
Gemini P
99CLAIRE AI engine
1/10
-
Gemini P
100End-to-End Platform
1/10
-
Gemini P

Query Posed to AI Models

"Software that helps organizations define, monitor, and enforce policies for data usage, quality, and security to ensure compliance and trust. Rank the leading vendors in the Data Governance market. For each vendor, explain their key strengths and weaknesses, and which types of businesses they are best suited for."

Generated: January 2, 2026 at 05:45 AM