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AI Trust: The foundation for responsible, scalable Enterprise AI

Helping enterprises reduce risk and scale AI initiatives with confidence
Learn more
44% of global businesses see data quality as the #1 obstacle in 2025 for determining success in AI projects*
*Lessons from the Leading Edge: Successful Delivery of AI / GenAI. BARC Research Study. Dec. 2025.

What is Enterprise
AI Trust?

Enterprise AI Trust helps ensure enterprise AI systems operate reliably, transparently, and securely and are in alignment with enterprise data policies. It encompasses data observability, quality, privacy, governance and policy management to ensure enterprise data AI readiness.

Top challenges enterprises face in adopting AI

Access to incorrect or partial data
If enterprise AI technology uses incorrect or partial data, it can make wrong decisions that result in costly errors and leads to lack of trust in AI systems.
Exposure of sensitive data
Without proper controls, AI can unwittingly expose sensitive data, violating security and privacy regulations. Non-compliance can cost a business millions, and, worse, damage trust in the marketplace.
Building stakeholder trust
Enterprise AI initiatives will require contribution from privacy, security and legal teams to ensure runtime enforcement and data access policies are aligned.
Regulatory and compliance uncertainty
The EU AI Act, NIST RMF, and ISO 24001 are examples of global regulations and standards that are evolving. Enterprises need repeatable, reportable mechanisms to demonstrate compliance.

The components
of AI Trust

AI Governance

Gain visibility and control over all AI systems. Discover, inventory, and assess AI tools to ensure confident, compliant, and outcome-driven performance.

AI Runtime Enforcement

Continuously monitor AI in action. Enforce policies and detect violations across models, applications, and data flows in real time.

AI Informational Governance

Protect and manage data responsibly. Ensure AI accesses only the right, permissioned information to ensure adherence to regulatory frameworks, such as the EU AI Act.

AI Guardian Agents

Safeguard autonomous AI operations. AI Guardian Agents provide a control plane for ensuring enterprise AI runs on secure, reliable, and compliant data at all times.

The Bigeye AI Trust platform

AI Governance

Data Access Gateway + Policy Engine

Data Observability

Monitoring + Rules + Anomaly Detection + Alerting

Data Sensitivity

Scanning + Classification

Data Governance

Certification + Glossary + Owners

Metadata Platform

Data Catalog + Data Profiling + bigAI + Metrics & Reporting
Data Lineage

Is your enterprise ready for trustworthy AI?

Take the Bigeye AI Trust Assessment and find out in 5 minutes

This assessment will help you:
A clear explanation of your current maturity stage
The three types of trust risk you’re likely facing
Practical next steps for your team

Learn more about how enterprises can safely and confidently scale agentic AI by establishing an AI Trust framework.

AI Trust at scale Ebook