Training Example: Collibra – Review the Data, Give Your Score & Compare to the Real AI Evaluation

[H1]
Stop paying thehallucination tax.Context and control for AI.
[H2] AI Command Center: The control plane for enterprise AI
Request an AI Command Center demo
[H2]
Deasy Labs: Turn your unstructured data into AI-ready context
Request a Deasy Labs platform demo Slide 1 Slide 2
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Collibra provides solutions to meet your most challenging use cases.
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[H3] Transform unstructured data for AI
Active delivery of unstructured data into AI-ready assets
[H3] Deliver ROI with data products
Unify ownership, business context, quality and policies to drive real results from data investments.
[H3] Turn AI ambition into AI value
Deliver agents, models and AI use cases with confidence, productionizing AI across your enterprise.
[H3] Comply with regulations
Automates risk reporting across every data source, no matter how complex your organization.
[H2] Scale AI from pilot to production with Data Confidence
Deasy Labs AI Command Center Data Governance Data Quality Data Lineage Data Access
[IMG: Transform unstructured data for AI in minutes, not months]
[H3] Transform unstructured data for AI in minutes, not months
Deasy automatically maps, filters, and enriches your organization's unstructured data — emails, PDFs, contracts, SharePoints — so every AI project starts with data it can actually use.Get better AI results from high-quality, relevant knowledge instead of noisy, unfiltered filesAutomatically detect and remove sensitive content across your unstructured data at petabyte scaleKeep your AI reliable over time with datasets on auto-refresh Request a demo Explore Deasy Labs
[IMG: The unified control plane for trusted, governed AI]
[H3] The unified control plane for trusted, governed AI
AI is already acting at scale. Command Center keeps you in control with continuous visibility, trust signals, and automated traceability.Structure governance to fit your organization and AI risk levelsOperate AI systems with automated traceability, signals and controlsOversee AI continuously and detect risks early across the enterprise Request an AI Command Center demo Learn more
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[H3] Increase transparency, maximize data usage and minimize risk
Create a trusted data foundation to unlock value, reduce risk and power smarter decisions.Drive understanding of key business terminology, rules and metricsAssure clear roles and responsibilities to safeguard dataProtect sensitive data and ensure regulatory compliance Request a demo Explore Data Governance
[IMG: Monitor data health to eliminate quality blind spots]
[H3] Monitor data health to eliminate quality blind spots
Automate data quality monitoring and remediation to minimize downtime, reduce risk and increase trust.Define complex quality checks with natural languageMonitor data 24/7 to spot outliers and silent schema changesIdentify root causes to understand business impact and resolve issues Request a demo Explore Data Quality & Observability
[IMG: Visualize and understand your full data lifecycle]
[H3] Visualize and understand your full data lifecycle
Trace the complete journey of data to understand every transformation and dependency, giving you total clarity and control.Speed resolution by tracing root causes and downstream impactsAssure trustworthy business decisions with full data contextEstablish a visual, defensible data trail for regulatory proof Request a demo Explore Data Lineage
[IMG: Connect the right users to the right data – without delay]
[H3] Connect the right users to the right data – without delay
Centrally manage masking and access controls across data sources to simplify compliance and accelerate analytics and AI initiatives.Save time and maintain oversight by centralizing access provisioningMask and protect sensitive data without slowing teams downStandardize access governance and maintain uniform compliance across sources Request a demo Explore Data Access
[H2] Global leaders trust Collibra
[H3]
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We've seen greater efficiency, leading to faster decision making.

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Share on:
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Collibra helps us run a scalable and compliant data product architecture.

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Share on:
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[H3] Govern AI systems
Catalog, assess and monitor AI systems with centralized insights, automated traceability and reduced risk. Take a tour Start your AI journey
[H2] Customers achieve Data Confidence with Collibra
Our solution needed to be business friendly. Collibra looked good, especially compared to some of the competitors that were very tech heavy and intimidating. My first impression was, 'Oh, this system looks good. It looks fresh. It looks exciting. I want to spend time here.' It is cohesive and comprehensive. Ultimately, what I remember is the feeling I got, which is that Collibra is approachable
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Sarah Marshall Sarah Marshall Director, Data and Information Governance Collibra enables us to find, understand, curate and trust data, and to do so very quickly.
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Garth Gehlbach Garth Gehlbach Head of Governance We've seen greater efficiency, leading to faster decision making.
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Ashley Clark Ashley Clark Data Governance Manager One of the biggest benefits of Collibra has been to build a single, centralized foundation for overseeing our invaluable data assets.
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Pavel Ermakov Pavel Ermakov Sr. Director, Regional Head of Data Excellence With Collibra AI Governance, we aim to visualize any data set, track its AI model usage, and identify its end consumers.
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Thierry Martin Thierry Martin Head of Enterprise Data and Analytics Why choose Collibra
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[H2] We partner with the most innovative companies
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[H2] Consistently recognized as a Leader
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4.2
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4.3
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*Review ratings as of May 2026
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View all industry acknowledgements
[H2] What’s new
Analyst insights
[H3] Collibra recognized in two Forrester Wave™ reports: A Leader in Data Governance and A Strong Performer in AI Governance
Join Collibra on the road in a city near you
[H3] Data Citizens on the Road brings together data professionals from around the world to learn, connect and innovate—together, in person.
Analyst insights
[H3] Collibra is a Leader in the Gartner® Magic Quadrant™ for Data and Analytics Governance Platforms
The Data Citizens Dialogues Podcast
[H3] Learn the data ownership mindsets that drive AI success with Thoughtworks
Collibra in the news
[H3] Claude’s next enterprise battle is not models: it’s the agent control plane
Analyst insights
[H3] Collibra named a Market Leader in the 2026 BARC Score for Data Intelligence Platforms
[H2]
The road to Data Confidence™ starts here.
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[H3] Explore Collibra now
Explore our platform with an interactive tour to experience how Collibra enables you with trusted data.
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[H3] Request a demo
Speak one-on-one with a Collibra expert and get a personalized demo of the Collibra platform.
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[H3] Join our community
Connect with customers, partners and experts in a vibrant online space to share insights and best practices.

[H1] Request a Collibra Platform demo
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[H2] Request a Collibra Platform demo
[H2] Thank you for reaching out
A member of our team will be in touch soon.
[H2] Enterprises across the globe rely on Collibra for unified governance for data and AI
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[H2] Helping customers drive strong businessoutcomes*
9.1M dollars per year in business benefits 484% 3-year ROI 19M dollars higher productivity of data governance teams *The Business Value of Data Intelligence Cloud, IDC 2022

[H3] Trusted advisors
Services Partners, with expertise in Collibra Data Intelligence Platform, help accelerate your data intelligence transformation.
[H3] Technical expertise
Collibra knows that selecting services partners with the right set of skills is critical for data citizens to achieve the desired pace of business transformation.
[H3] Management of complex landscapes
Services partners effectively combine industry expertise, technical knowledge, and strategic best practices to help you manage complex IT landscapes and optimize ongoing IT operations.
[H2] Gold partners
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[H3] Modern data architecture solution with controlled data governance
Accenture is a leading global professional services company, providing a broad range of services and solutions in strategy, consulting, digital, technology and operations. Accenture works at the intersection of business and technology to help clients improve their performance and create sustainable value for their stakeholders. Visit Accenture
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[H3] Consultancy transforming the way organizations work with data
Billigence is a global data and analytics consultancy whose services encompass a wide range of offerings, including advisory, implementation and integration. Billigence assists business and data leaders in overcoming challenges associated with AI initiatives and enhancing data quality and consistency — ultimately leading to improved AI accuracy. Visit Billigence
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[H3] Programmatic approach to deriving full value from cloud
Deloitte provides industry-leading audit and assurance, tax and legal, consulting, financial advisory, and risk advisory services to nearly 90% of the Fortune Global 500® and thousands of private companies. Our people deliver measurable and lasting results that help reinforce public trust in capital markets, enable clients to transform and thrive, and lead the way toward a stronger economy, a more equitable society, and a sustainable world. Building on its 175-plus year history, Deloitte spans more than 150 countries and territories. Learn how Deloitte’s approximately 457,000 people worldwide make an impact that matters at www.deloitte.com. Visit Deloitte
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[H3] Blending data and insights to make your data do more
Data is the life-line of the enterprise that aspires to be digital. Infosys helps its clients adopt a data-driven approach to ubiquitously create value from data and connect all the dots. They provide advice and implement solutions so that their clients can become more efficient and innovative with their data-driven initiatives. Visit Infosys
[H2] Silver partners
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Alexander Thamm helps people and organizations to use data and artificial intelligence responsibly and for the benefit of people. Visit Alexander Thamm
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BearingPoint drives change in our clients’ businesses by creating customized solutions on a personal basis. Visit BearingPoint
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Capgemini is a global leader in consulting, technology services and digital transformation. Visit Capgemini
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Clever Republic drives business value to the next level by connecting the dots between strategy, data, business terms, people, processes and technology. Visit Clever Republic
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Datashift combines business knowledge with data analytics and technological know-how to deliver solutions. Visit Datashift
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Through its innovative strategy; integrated advisory, consulting, and design capabilities; and unique 'Engineering DNA,' EPAM's hybrid teams help make the future real for clients and communities around the world. Visit EPAM
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First San Francisco Partners is helping companies improve decision-making, reduce risk and fuel business success. Visit First San Francisco Partners
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Kubrick enables their clients to evolve by embracing data and next-generation technology. Visit Kubrick
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As a strategic French partner, Ishango by Lamarck is widely acknowledged for accelerating the deployment and adoption of Collibra. Visit Lamarck Group
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Layer Data is a pure player in Data Management & Governance expertise, they are driving our customer’s projects with adapted methodology & in accordance with standard practices. Visit Layer Data
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Nagarro delivers measurable business productivity by enabling intelligent, governed flow across data, systems and decisions—combining engineering excellence, AI-native innovation and human judgment to drive trusted enterprise performance at scale Visit Nagarro
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Opplane is a data modernization company, and a trusted Collibra partner focused on customer satisfaction with Data Governance, Data Quality, and Data Strategy. Visit Opplane
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PwC is a global network of member firms delivering world-class assurance, tax and consulting services for your business. Visit PwC
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Slalom is a modern business and technology consulting firm focused on strategy, technology and business transformation. Visit Slalom
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Bronze partners

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[H3] Become a Collibra Services Partner
Collibra Services Partners benefit from certifications, co-selling and expert coaching to help guide, nurture, educate and deliver best-in-class solutions to data citizens to ensure their success. Join now
[H3] Account support
Partner account managers provide access to enablement, product and program news — and best practices for implementing Collibra solutions.
[H3] Enablement
Partners can access role-based certification and product training to support their integration into the Collibra Platform.
[H3] Solutions development
Partners can request sandbox instances for solution development and testing.
[H3] Go-to-market strategy
Collibra supports our partners' go-to-market strategy with access to resources for targeted demand-generation activity.
[H2]
The road to Data Confidence™ starts here.
[IMG: Explore Collibra now icon]
[H3] Explore Collibra now
Explore our platform with an interactive tour to experience how Collibra enables you with trusted data.
[IMG: Request a demo icon]
[H3] Request a demo
Speak one-on-one with a Collibra expert and get a personalized demo of the Collibra platform.
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[H3] Join our community
Connect with customers, partners and experts in a vibrant online space to share insights and best practices.

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AI Command Center Collibra AI Command Center helps enterprises manage and control every AI agent and system across the full AI lifecycle — delivering near real-time visibility, trust signals and built-in compliance, so teams can scale AI safely with measurable impact. Request an AI Command Center demo
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With AI agents taking real action across systems, Collibra’s AI Command Center will give Weir Group the foundation to scale agent‑led innovation confidently by combining real‑time oversight with the freedom for teams to build and deploy responsibly... By integrating MCP Server, AI agents can operate directly on trusted data and context, turning governance into an enabler of faster, safer agent‑led innovation.
[IMG: Robin Sinclair]
Robin Sinclair Robin Sinclair Data Governance Product Owner, The Weir Group As AI agents move from generating content to triggering decisions and actions, organizations need more than periodic reviews. AI Command Center delivers a unified control plane—bringing every agent, model, and use case into a single governed view with continuous trust signals, automated traceability and proactive risk intervention.
[H3] AI UC-1 assessment templates, ready to run
Run agentic AI compliance assessments out of the box with templates aligned to the emerging AI UC-1 standard—no custom framework required. Available May 2026 alongside EU AI Act and NIST AI RMF templates, so teams can document controls, evidence and approvals in one consistent flow. Learn more
[H3] One unified registry for every AI asset
Manage every AI use case, model and agent in a single centralized system of record. Track assets across their full lifecycle, connect them to the data, policies and use cases they depend on, and keep teams aligned around one trusted source of truth—from development to production. See it in action
[H3] AI Trust Score: one signal per system
Assess AI readiness, risk and compliance at a glance with a universal score per system. Aggregate documentation, data integrity, lifecycle status and regulatory signals into a single metric. Surface trust degradation early and approve, stage, remediate or retire AI systems with confidence. Learn more
[H3] Live AI governance dashboards for leadership
Get real-time visibility across every AI use case, model and agent—and turn governance signals into business outcomes. Track lifecycle status, monitor risk concentrations and connect Trust Scores to operational impact, so leaders make informed decisions on AI investment, exposure and execution. Learn more
[H3] Code-first AI registration via CLI
Capture AI use cases directly from code through a developer CLI, generating structured manifests and syncing models, versions, and metadata into the unified registry without manual intake forms. Embed governance where execution happens, so AI engineers move fast without bypassing oversight. Learn more Collibra AI Governance unifies AI, data and risk teams around a shared system of record for all AI initiatives. Collibra guides use-case documentation, model and agent governance and intelligent data recommendations to scale AI with clarity and accountability.
[H3] Increase AI reliability and streamline the AI lifecycle
Accelerate projects by ensuring every AI initiative starts with clarity and trusted data. Collibra centralizes AI use case intake, documentation, ownership and workflows—reducing friction and aligning teams from day one. See it in action
[H3] Ensure AI traceability from data to agent
Gain end-to-end visibility across data, models, agents and decisions. Collibra captures lineage from source datasets through model training, inference, deployment and usage—no matter the platform. With model and agent registries and automatic stitching of data relationships, teams can audit AI activities and understand impacts instantly. See it in action How to be an AI Governance champion
[H3] Systematize AI compliance to mitigate risks
Reduce risk with policy-driven governance and built-in assessments aligned to the EU AI Act, NIST AI RMF and internal standards. Collibra streamlines compliance workflows, assigns risk ratings and engages stakeholders to ensure accountability and keep AI audit-ready seamlessly as it scales. See the EU AI Act in action See NIST in action
[H3] AI model integrations
Govern every AI use case and model (across AWS, Azure, Google, Databricks, SAP, and MLflow) from a single system of record—ensuring consistent oversight, traceability and compliance across clouds and platforms.
[H3] Automated traceability for Azure AI Foundry
Stitch datasets, models agents and use cases in Azure AI Foundry, automating lineage, lifecycle tracking and dataset matching to reduce risk and save time.
[H3] Data recommender
Eliminate manual data hunting by delivering proactive, AI-driven recommendations of the most relevant, governed data products, freeing scientists and engineers from browsing catalogs or stitching datasets. Previous Next Blog Everything about Collibra AI governance View all AI Governance blogs Featured resource Agentic AI is widening the chasm between what companies need to do with data and what they realistically can do with it. Organizations that build a scalable and effective governance foundation now will accelerate data use cases and achieve faster, better AI outcomes. Our ebook reveals how to govern AI agents at scale, addressing the pitfalls that keep data leaders awake at night while establishing governance that balances innovation with accountability. Discover a practical framework that creates Data Confidence®—without sacrificing speed. Get the ebook Featured resource Today, the technological advances in artificial intelligence (AI) are primed to disrupt economic, social and political systems around the world. Collibra AI Governance offers a critical competitive advantage to ensure that your AI roadmap is implemented responsibly, maintaining the trust and integrity essential for long-term success. Get the whitepaper Featured resource Most organizations claim they want AI literacy, but few build it effectively. This hands-on workbook moves beyond theoretical governance to practical implementation with role-specific learning paths, use case workshops and compliance-ready frameworks. Through guided self-assessments and cross-functional exercises, it transforms siloed AI experiments into cohesive organizational capabilities. Build executive buy-in, establish clear oversight structures and create a 90-day roadmap that meets EU AI Act requirements while accelerating real business impact. Get the workbook From expert insights to guided learning paths and in-depth product resources, we make it easy for every Data Citizen to use data.
[H3] Community
A collaborative hub where data professionals connect, share best practices and access resources to succeed with data. Join the conversation
[H3] University
With courses for new Data Citizens all the way to seasoned data pros, Collibra University has learning paths designed to fit your needs. Visit University Learn about Education
[H3] Documentation and Developers
Dive into comprehensive guides and references to help you implement, configure and optimize Collibra. Visit Documentation Visit the Developer Portal
[H3] Support and Professional Services
Our experts are ready to guide you through your data and AI governance journey. Learn about your support option Learn about Professional Services
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View all industry acknowledgements What is AI governance and why is it important?
AI governance is the set of frameworks, processes and controls that ensure AI is developed, deployed and monitored responsibly. It helps organizations manage key risks, including unclear ownership, missing use case documentation, poor traceability, data quality issues, model bias, regulatory non-compliance and inconsistent practices across teams.With increasing regulatory expectations—including emerging global standards and the EU AI Act—organizations need a structured way to assess and monitor AI use cases, document decisions, assign ownership and ensure the data powering AI is trusted. Collibra AI Governance provides a system of record that unites data, AI and risk teams so they can scale AI safely while accelerating value and reducing operational friction. Can Collibra govern AI built on different platforms?
Yes. Collibra is designed to be platform-agnostic. Whether models are developed in AWS Bedrock, AWS SageMaker, Azure AI Foundry, Azure ML, Databricks Unity Catalog, Google Vertex AI, MLflow and SAP AI Core or custom environments, Collibra centralizes visibility and governance across all of them. Model and agent registries standardize documentation and ownership, while integrations enable lineage, metadata capture and risk assessment—ensuring every AI asset, regardless of origin, follows the same governance standards. How does Collibra support AI regulatory compliance?
Collibra systematizes compliance by embedding regulatory frameworks and internal policies directly into AI workflows. With templates for the EU AI Act, NIST AI RMF and custom assessments, teams can document risk levels, controls, performance metrics and required approvals. Automated workflows ensure the right experts review each use case, while lineage and evidence management streamline audits. This reduces manual effort and ensures consistent, repeatable compliance across all AI initiatives. How does Collibra improve data quality for AI?
AI is only as reliable as the data that powers it. Collibra ensures AI initiatives begin with trusted, well-understood data by recommending high-quality, governed data products. Teams can trace sources, check quality rules and confirm privacy requirements before using data in training or inference. Combined with lineage and policy controls, this ensures AI models and agents operate on complete, accurate and compliant data, reducing downstream risks and ensuring more reliable outcomes.
[H2]
The road to Data Confidence™ starts here.
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[H3] Explore Collibra now
Explore our platform with an interactive tour to experience how Collibra enables you with trusted data.
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[H3] Request a demo
Speak one-on-one with a Collibra expert and get a personalized demo of the Collibra platform.
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[H3] Join our community
Connect with customers, partners and experts in a vibrant online space to share insights and best practices.