BigID helps organizations discover AI assets, understand the data
behind AI, enforce governance policies, monitor lineage, reduce risk,
and prove compliance across models, agents, copilots, prompts,
datasets, and pipelines.
Operationalize AI TRiSM with data intelligence, access context, policy
controls, risk assessment, and audit-ready evidence across the full AI
lifecycle.
Find models, agents, copilots, applications, datasets, prompts,
pipelines, and shadow AI across the enterprise.
GovernAI Data
Connect AI systems to sensitive data, identities, access, ownership,
lineage, policy, and business context.
ProveAI Compliance
Support governance evidence, risk oversight, policy enforcement,
reporting, and audit readiness.
BigIDAI Governance
Discover • Govern • Protect • Prove
AI Governance Starts With Data
AI can only be governed when
the data behind it is understood.
BigID connects AI systems to the sensitive data, permissions, identities,
lineage, policies, ownership, and risk signals behind them so teams can
move from AI principles to operational AI governance.
AI Asset Inventory
Discover models, agents, copilots, prompts, vector databases, datasets,
pipelines, and shadow AI across the enterprise.
Data Lineage
Map how sensitive data flows through AI training, tuning, inference,
retrieval, prompts, and downstream workflows.
Policy Enforcement
Enforce governance policies across AI access, sensitive prompts, data
usage, model workflows, and AI responses.
Audit Evidence
Document AI risk, controls, lineage, ownership, policy decisions, and
remediation for compliance and accountability.
AI Governance Lifecycle
Govern AI from inventory
to evidence.
BigID helps teams operationalize AI governance across every stage of the
AI lifecycle, from discovery and risk assessment to policy enforcement,
remediation, and reporting.
01
Discover
Inventory AI models, agents, datasets, prompts, vector stores,
pipelines, copilots, and third-party AI.
02
Map
Connect AI systems to sensitive data, ownership, lineage, identities,
permissions, and business context.
03
Assess
Score AI risk based on data sensitivity, access, usage, policy
violations, exposure, and compliance impact.
04
Enforce
Apply policies for AI access, prompt controls, response guardrails,
data usage, and remediation workflows.
05
Prove
Generate audit-ready evidence for AI governance, risk management,
accountability, and regulatory reporting.
BigID Capabilities
Operationalize AI TRiSM
with Data Intelligence.
BigID brings together AI asset discovery, data classification, access
governance, policy enforcement, lineage, risk scoring, and remediation to
support enterprise AI governance.
Effective AI governance requires visibility into AI systems, the data
they use, the policies they violate, and the evidence required to prove
control.
What AI systems exist?
Discover sanctioned and shadow AI models, agents, prompts, copilots,
applications, datasets, and pipelines.
What data powers AI?
Map sensitive, regulated, confidential, proprietary, and toxic data
used by AI systems and workflows.
Who can access AI data?
Connect AI usage to identities, permissions, ownership, access paths,
and overexposure risk.
Which policies apply?
Apply policies for sensitive prompts, response guardrails, access
controls, data use, retention, and compliance.
Where is risk highest?
Prioritize risk based on sensitive data exposure, usage, lineage,
access, ownership, and business impact.
Can we prove control?
Generate evidence for AI governance, compliance reporting, audits, risk
reviews, and accountability workflows.
AI Governance Outcomes
Move From AI Visibility
to AI Control.
BigID helps teams close the gap between AI governance policies and
real-world AI risk by connecting AI assets to data, access, lineage,
controls, remediation, and evidence.
Classify and map sensitive, regulated, confidential, proprietary,
and toxic data used across AI training, retrieval, prompting, and
inference.
✓
Reduce AI policy violations
Identify risky AI access, sensitive prompt exposure, data misuse,
lineage gaps, and policy violations before they become compliance or
security issues.
✓
Prove AI governance
Generate audit-ready evidence for AI asset inventory, data lineage,
access controls, risk assessments, remediation, and policy
enforcement.
FAQs
AI Security and Governance,
Explained
Learn how BigID helps organizations govern AI systems, reduce AI risk,
enforce policies, and prove compliance from the data layer up.
What is AI security and governance?
AI security and governance is the practice of discovering AI systems,
understanding the data they use, controlling access, enforcing
policies, reducing risk, and documenting compliance across the AI
lifecycle.
How does BigID support AI governance?
BigID supports AI governance by discovering AI assets, mapping AI data
lineage, classifying sensitive data, assessing AI risk, enforcing
policies, and generating audit-ready evidence.
How is this page different from BigID’s AI Security page?
This page focuses on governance, policy enforcement, AI TRiSM, lineage,
compliance, and accountability. The AI Security page focuses more on
operational security risks such as AI access, AI identities, agents,
shadow AI, and remediation.
Can BigID discover shadow AI?
Yes. BigID helps discover unsanctioned AI tools, models, agents,
prompts, datasets, vector databases, and third-party AI usage that may
operate outside approved governance processes.
How does BigID help enforce AI policies?
BigID helps enforce policies across AI access, sensitive prompts, data
usage, response controls, model workflows, permissions, and
remediation actions.
How does BigID support AI compliance?
BigID supports AI compliance by providing AI asset inventory, data
lineage, sensitive data classification, risk assessment, policy
evidence, ownership, and audit-ready reporting.
BigID AI Security & Governance
Govern AI With Confidence.
Starting With Data.
BigID helps organizations discover AI assets, govern AI data, enforce
policies, reduce risk, and prove compliance across models, agents,
copilots, prompts, datasets, and pipelines.
