What AI says about Collibra
Since Jul 5Updated Oct 27, 2026Based on 25,476 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Collibra provides an enterprise data governance and catalog platform that features automated data lineage, data quality, and metadata management tools. It is among the brands most often named when organizations need to track data flow across complex enterprise stacks or establish unified data catalogs with automated lineage.
CollibraThis page3%
Products
Mentioned in
3%
of AI answers about Collibra and its rivals
The market map
Enterprise Data Catalog & Governance PlatformsMentioned in
- #1AtlanMentioned in 95%Avg. position 3.3
- #2CollibraMentioned in 81%Avg. position 4.3
- #3AlationMentioned in 71%Avg. position 5.3
- #4OpenMetadataMentioned in 52%Avg. position 7.1
- #5InformaticaMentioned in 40%Avg. position 6.2
- #6tiedDataHubMentioned in 32%Avg. position 6.9
- #6tiedMicrosoft PurviewMentioned in 31%Avg. position 5.6
- #8tiedDatabricks Unity CatalogMentioned in 24%Avg. position 5.5
- #11tiedOpenLineageMentioned in 10%Avg. position 8.9
- #11tiedMarquezMentioned in 8%Avg. position 9.5
- #14tiedData.worldMentioned in 7%Avg. position 7.9
- #14tiedSnowflake HorizonMentioned in 6%Avg. position 6.3
- #14tiedSelectStarMentioned in 6%Avg. position 6.7
- #20tiedIBM watsonx Data Intelligence Data LineageMentioned in 4%Avg. position 6.6
Where Collibra ranks in AI
MarketRank · Mentioned in
- Enterprise Data Catalog & Governance PlatformsAI picks Atlan most95%#2 of 108 · 81%
- Data Lakehouse Governance & Lineage ToolsAI picks Collibra most95%#1 of 88 · 95%
- Enterprise Cloud Data Platform ToolsAI picks Snowflake and 1 more about as often71%#13 of 252tied · 9%
- Data Engineering & Cloud Modernization ToolsAI picks Apache Airflow and 4 more about as often47%#16 of 63tied · 6%
- Data Discovery & Privacy Compliance ToolsAI picks BigID most92%#17 of 99tied · 4%
- Enterprise MLOps Model Registry PlatformsAI picks MLflow most93%#27 of 175tied · 3%
- Data Privacy Compliance PlatformsAI picks OneTrust most85%#34 of 297tied · 1%
- Data Observability and Quality PlatformsAI picks Monte Carlo Data and 1 more about as often68%#34 of 104tied · 1%
- LLM Observability & Tracing PlatformsAI picks Langfuse most76%#58 of 248tied · 1%
- AI Data Cleaning & Preparation ToolsAI picks OpenRefine most38%#59 of 298tied · 1%
- Enterprise Cloud Storage & Data PlatformsAI picks AWS most29%#66 of 296tied · 1%
- Business Intelligence & Analytics SoftwareAI picks Microsoft Power BI most75%#76 of 493tied · 1%
Topics where AI mentions Collibra
TopicMentioned in · on this topicRank
- AI picks mostMentioned in
- Which data cataloging tool is the best for automatically discovering and documenting data assets and lineage?on this questionAI picks Collibra and 2 more about as often87%
Excerpts where Collibra appeared in the AI's answer
Google AI ModeSep 23, 2026, Google AI Mode traditional enterprise heavyweights like Informatica or Collibra offer deeper legacy connectors
Google AI ModeSep 21, 2026, Google AI Mode Collibra – The heavyweight champion for large-scale enterprise data governance, policy compliance, and rigorous data cataloging.
- Data mesh architecture platforms for enterprisesEnterprise Cloud Data Platform Tools80%Rank #1tied#1tied
- Enterprise predictive model registry and governance toolEnterprise MLOps Model Registry Platforms8%Rank #12tied#12tied
- Data observability platform for enterprise scaleData Observability and Quality Platforms2%Rank #15tied#15tied
- Governed self-service analytics
- Data cleaning platforms with human-review and audit logs
- Automating data subject access requests
- Automated compliance remediation
- Scalable unstructured data processing for legacy file servers
- AI picks mostMentioned in
- Which data governance tools verify the quality and lineage of data in a data lake?on this questionAI picks Collibra most96%
Excerpts where Collibra appeared in the AI's answer
Google AI ModeOct 4, 2026, Google AI Mode Collibra — Combines its governance catalog with Collibra Data Quality & Observability
Google AI ModeSep 30, 2026, Google AI Mode Collibra : Through Collibra Data Quality & Observability , it offers automated rule management, profiling, and value checks directly on storage assets
- I want to create a single source of truth for all our business data. What's the best enterprise data catalog and governance platform?on this questionAI picks Alation and 2 more about as often85%
Excerpts where Collibra appeared in the AI's answer
Google AI ModeSep 21, 2026, Google AI Mode Collibra: Traditionally the gold standard for large, heavily regulated enterprises.
Google AI ModeSep 17, 2026, Google AI Mode Collibra is widely considered the top choice for heavy regulatory governance
- Which enterprise data catalogs let stewards approve definitions ownership and quality rules through governed workflows?on this questionAI picks Atlan and 1 more about as often74%
Excerpts where Collibra appeared in the AI's answer
ChatGPTOct 12, 2026, ChatGPT Collibra provides configurable governance workflows for approving new business definitions and changes to existing ones, assigning data owners, and routing data-quality issues to stewards.
ChatGPTSep 20, 2026, ChatGPT Collibra provides configurable workflows for activities such as assigning owners, proposing business/data assets, approvals, and stewardship processes.
- I am looking for a "data lineage" tool for tracking data flow across a complex enterprise stack.on this questionAI picks Collibra most98%
- I want to create a central dictionary of our business data. What's the best data catalog tool with automated data lineage tracking?on this questionAI picks Atlan and 1 more about as often86%
Excerpts where Collibra appeared in the AI's answer
ChatGPTSep 27, 2026, ChatGPT Collibra — better fit when formal governance, compliance, and stewardship workflows dominate.
ChatGPTSep 19, 2026, ChatGPT Collibra is particularly compelling if the dictionary is part of a formal data-governance program.
How AI describes Collibra
Common descriptions
strong · excellent · robust · comprehensive · enterprise-grade · gold standard
Tone of AI’s statements about Collibra
- Positive55%
- Neutral39%
- Mixed4%
- Negative2%
Question: Which enterprise data catalogs let stewards approve definitions ownership and quality rules through governed workflows?
ChatGPTOct 12, 2026
Collibra provides configurable governance workflows for approving new business definitions and changes to existing ones, assigning data owners, and routing data-quality issues to stewards.
ChatGPTSep 20, 2026
Collibra provides configurable workflows for activities such as assigning owners, proposing business/data assets, approvals, and stewardship processes.
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
Question: Which data governance tools verify the quality and lineage of data in a data lake?
Google AI ModeOct 4, 2026
Collibra — Combines its governance catalog with Collibra Data Quality & Observability
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPTAsk ChatGPT yourself (opens in a new tab)
How prominently AI mentions Collibra
Position in answers
- Named first18%
- 2nd or 3rd30%
- Later52%
Each engine’s share of its own answers across Collibra’s markets
- ChatGPT3%
- Google AI Mode3%
Insights for Collibra
Weeks of Sep 21 – Oct 15, 2026 · Since Jul 5
- Gaining: Ranked #28 in Data Engineering & Cloud Modernization Tools last week and #6 this week
Gap between platforms: ChatGPT Search now mentions Collibra 24.1 points more often than Google AI Mode in Enterprise Data Catalog & Governance Platforms, a narrowed gap
ChatGPTChatGPT93%Google AI ModeGoogle AI Mode69%- Gaining: Secoda now trails Collibra in Data Engineering & Cloud Modernization Tools
Track your brand free to see 3 more insights in 1 market since Aug 9.
Sources AI cites
collibra.com 29%Other sites 71%
- Your site29%
- Data Lineage | Collibra (opens in a new tab) · 9%
- The Enterprise AI Control Plane | Collibra (opens in a new tab) · 6%Leaves Collibra out
- Data Catalog: Bring your data into focus | Collibra (opens in a new tab) · 2%Leaves Collibra out
- Collibra Data Lineage software | Data Lineage tool | Collibra (opens in a new tab) · 2%
- Collibra AI Model Governance: One place to govern all your models | Collibra (opens in a new tab) · 2%
- AI audit trails: What to log for models and agents, and how a Command Center captures it | Collibra (opens in a new tab) · 1%Leaves Collibra out
- Data Governance | Collibra (opens in a new tab) · 1%Leaves Collibra out
- Data lineage for AI: Tracing training data, RAG sources, and agent inputs | Collibra (opens in a new tab) · 1%
- Collibra is a leader in the Forrester Wave™: Enterprise Data Catalogs, Q3 2024 | Collibra (opens in a new tab) · 1%
- Collibra Named a Leader in Enterprise Data Catalogs and Data Governance Solutions by Independent Research Firm | Collibra (opens in a new tab) · 1%
- Leaves Collibra out7%
- Supported transformation details (opens in a new tab) · 1%
- Data Catalog workflows (opens in a new tab) · 1%
- Approval (opens in a new tab) · 1%
- Business Glossary (opens in a new tab) · <1%
- Collibra Data Lineage (opens in a new tab) · <1%
- Workflows (opens in a new tab) · <1%Leaves Collibra out
- Data Catalog workflows (opens in a new tab) · <1%
- About workflows (opens in a new tab) · <1%Leaves Collibra out
- Approval Process (opens in a new tab) · <1%
- Catalog workflows (opens in a new tab) · <1%
- 6%
- Collibra Vs. Monte Carlo Vs. Atlan: Data Lineage/Catalog Tools Compared! - YouTube (opens in a new tab) · 2%
- Collibra Vs. Monte Carlo Vs. Atlan: Data Lineage/Catalog Tools Compared! - YouTube (opens in a new tab) · 1%
- Track how data moves with Lineage in Collibra Data Catalog (opens in a new tab) · <1%
- Collibra Vs. Monte Carlo Vs. Atlan: Data Lineage/Catalog Tools ... (opens in a new tab) · <1%
- Data Quality Software Tools: These Are the 8 You Need to Know (opens in a new tab) · <1%
- Data Catalogs and Metadata - Organizing Enterprise Intelligence | Uplatz (opens in a new tab) · <1%
- I Asked 7 Data Analysts What Tools They ACTUALLY Use - YouTube (opens in a new tab) · <1%
- LIVE Data Lineage Demo #AtlanActivate (opens in a new tab) · <1%
- Production RAG Observability: Monitoring Latency, Costs & ... (opens in a new tab) · <1%
- Collibra Vs. Monte Carlo Vs. Atlan: Data Lineage/Catalog ... (opens in a new tab) · <1%
- Leaves Collibra out3%
- Best Automated Data Lineage Tools for Enterprises in 2026 (opens in a new tab) · 1%
- Best Data Lineage Tools for Enterprises: 2026 Comparison (opens in a new tab) · 1%
- Collibra Alternatives: Compare Top Governance Platforms (opens in a new tab) · <1%
- 12 Open Source AI Data Lineage Tools: Best Picks for Teams (opens in a new tab) · <1%
- Data Discovery Tools PII: Best Platforms & Features in 2026 (opens in a new tab) · <1%
- Data Lineage Techniques: Types and How They Work in 2026 (opens in a new tab) · <1%
- 10 Best Data Quality Tools Compared for Enterprises 2026 (opens in a new tab) · <1%Leaves Collibra out
- Enterprise Ai Model Governance Software: Platform Guide (opens in a new tab) · <1%
- What Is Enterprise Data Discovery? Tools, Use Cases, ROI (opens in a new tab) · <1%
- 15 Best Data Catalog Tools Scored by Enterprise Fit (2026) (opens in a new tab) · <1%
- 2%
- 15 Best data catalog tools for enterprise: A guide for 2026 (opens in a new tab) · 1%
- 10 Best Data Quality Tools for 2026 - A Comprehensive Guide (opens in a new tab) · 1%
- The definitive guide to Collibra Data Lineage (opens in a new tab) · <1%
- Data Catalog vs Data Dictionary: Understanding Their Roles in Data Governance - Murdio (opens in a new tab) · <1%
- How to Build a Data Catalog: A Step-by-Step Guide - Murdio (opens in a new tab) · <1%
- Leaves Collibra out2%
- Data Governance & Catalog Platforms: 8 Vendors Compared | CIOPages (opens in a new tab) · 2%Leaves Collibra out
- Buyer's Guide: Data Catalog & Metadata Management | CIOPages Buyer Guide (opens in a new tab) · 1%Leaves Collibra out
- Leaves Collibra out2%
- Best Data Lineage Tools Compared (opens in a new tab) · 1%
- Data Lineage Tools for Enterprise AI Success | Acceldata (opens in a new tab) · <1%
- Best Data Catalog Tools: Automated Lineage & Quality (opens in a new tab) · <1%
- How to Choose a Product for Automated Data Lineage & Impact Analysis (opens in a new tab) · <1%Leaves Collibra out
- Leaves Collibra out2%
The page AI cites most for Collibra
