What AI says about Collibra
Since Jul 5Updated Nov 3, 2026Based on 25,476 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Collibra provides an enterprise data governance and catalog platform with automated data lineage, data quality, and privacy management tools. It is among the brands most often named for tracking data flow across complex stacks, cataloging multi-source warehouses, and governing data lakes and lakehouses.
CollibraThis page3%
Products
Mentioned in
3%
of AI answers about Collibra and its rivals
- ChatGPT3%
- Google AI Mode3%
Markets where AI mentions Collibra
Market# · Mentioned in
All markets3%
- Data Lakehouse Governance & Lineage ToolsAI picks Collibra most#1 · 97%
- Enterprise Data Catalog & Governance PlatformsAI picks Atlan most#2 · 81%
- Enterprise Cloud Data Platform ToolsAI picks Snowflake most#14 · 9%
- Data Engineering & Cloud Modernization ToolsAI picks OpenMetadata and 3 more about as often#15 · 10%
- Data Discovery & Privacy Compliance ToolsAI picks BigID most#17 · 5%
- Enterprise MLOps Model Registry PlatformsAI picks MLflow most#26 · 3%
- LLM Observability & Tracing PlatformsAI picks Langfuse most#28 · 1%
- Data Observability and Quality PlatformsAI picks Monte Carlo Data most#32 · 2%
- Data Privacy Compliance PlatformsAI picks OneTrust most#34 · 1%
- AI Data Cleaning & Preparation ToolsAI picks OpenRefine most#60 · 1%
- Business Intelligence & Analytics SoftwareAI picks Microsoft Power BI most#70 · 1%
- MLOps and Inference Serving PlatformsAI picks Modal most#82 · 1%
Topics where AI mentions Collibra
TopicMentioned in · on this topicRank
- AI picks mostMentioned in
- 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 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 data governance tools verify the quality and lineage of data in a data lake?on this questionAI picks Collibra most98%
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 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 prominently AI mentions Collibra
- Named first18%
- 2nd or 3rd30%
- Later52%
Insights for Collibra
Weeks of Sep 21 – Oct 15, 2026
- 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.
How AI rates Collibra
Common descriptions
comprehensive · enterprise-grade · gold standard · expensive · enterprise governance · market leader
Tone of AI’s statements about Collibra
- Positive54%
- Neutral40%
- Mixed4%
- Negative2%
Collibra in AI answers
Question: What is the best platform for building and managing a company-wide data mesh architecture?
Google AI ModeNov 1, 2026
DataHub / Collibra / Alation : Excellent traditional and modern data cataloging options
Google AI ModeSep 21, 2026
Collibra / Alation: Traditional enterprise heavyweights providing deep stewardship workflows, compliance policies, and business glossaries at scale.
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.
Sources AI cites
- 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
- Data Catalog & Metadata Management Software: 7 Vendors Compared | CIOPages (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%
