AI Security Posture Management
Lifecycle-wide AI security and governance posture, continuously managed with end-to-end traceability that maps every model, dataset, and dependency using AI SBOMs and Model Cards while providing dual-lens posture scoring for both security risks and governance gaps.
Get a demoWhy is continuous AI security posture management better than periodic assessments?
End-to-End Traceability
Maps every model, dataset, and dependency with AI SBOMs and Model Cards for complete security and governance visibility.
Dual-Lens Posture Scoring
Continuously flags security risks (adversarial, drift, access) and governance gaps (missing documentation, compliance readiness).
Continuous Hardening
Remediates security and governance gaps in real time to reduce exposure and strengthen posture automatically.
Audit-Ready Evidence
Continuously logs posture drift, fixes, and remediation with direct evidence mapping to ISO, NIST, and AI Act controls.
How does AI security posture management work from discovery to hardening?
Scans code, datasets, and runtime to inventory models, training & inference datasets, lineage, and dependencies. Generates AI SBOMs and Model Cards for traceability. Learn more about data security posture management capabilities.
Detects posture gaps such as missing SBOM entries, incomplete Model Cards, Shadow AI assets, data drift. Surfaces risks tied to both security and governance in real time. Read more about unified security posture management.
Routes findings into DevSecOps and governance workflows. Applies contextual risk scoring, enforces policies for registration, SBOM completeness, lineage accuracy, access controls, and data minimization. Learn about unified trust governance.
Continuously logs posture drift, fixes, and remediation for auditors. Maps evidence directly to ISO, NIST, and AI Act controls with immutable audit trails. Discover DSPM vendors comparison.
Closes posture gaps by updating Model Cards and SBOMs, and applies runtime security and governance controls to address data drift, access, and compliance gaps. Learn about AI data security principles.
What business value does AI security posture management provide?
Unified Security & Governance Visibility
Single source of truth with Model Cards, SBOMs, and lineage providing comprehensive AI risk visibility.
Reduced AI Risk Exposure
Minimized adversarial, drift, and access risks through continuous posture scoring and automated hardening workflows.
Audit-Ready AI Posture
Verifiable evidence of security and governance alignment with ISO, NIST, SOC2, and AI Act compliance requirements.
The complete picture of your data in motion
Ditch legacy tools that miss the action with continuous tracking that follows data flows from source code to AI models, predicting and preventing violations in real-time. Learn about Data Journeys breakthrough technology.
"AI is creating and moving data faster than any team can track. Only AI-native tools like Relyance can keep up with the discovery and enforcement loop."
"With Relyance AI, we established enhanced visibility of data processing activities, seeing an impressive increase of 1,660% within three weeks of deployment."
FAQ
What is AI security posture management?
AI security posture management provides continuous monitoring and hardening of AI systems across their entire lifecycle, from development through deployment and operation. It combines security risk detection (adversarial attacks, data drift, access control) with governance gap identification (missing documentation, compliance readiness) for comprehensive AI risk management. Learn more about comprehensive DSPM solutions.
How does end-to-end AI traceability work?
End-to-end AI traceability automatically maps every model, dataset, and dependency using AI Software Bills of Materials (SBOMs) and Model Cards. This provides complete visibility into AI system components, data lineage, and security posture across the development, training, and deployment lifecycle without manual documentation effort. Discover unified security posture management approaches.
What makes dual-lens posture scoring different?
Dual-lens posture scoring evaluates both security risks (adversarial vulnerabilities, data drift, access control weaknesses) and governance gaps (incomplete documentation, missing compliance artifacts) in a unified scoring system. This provides holistic risk assessment that traditional security-only or compliance-only approaches miss. Read about AI data security principles.
How quickly can AI security gaps be identified and remediated?
AI security gaps are identified in real-time through continuous monitoring of models, datasets, and infrastructure changes. The system automatically routes findings to DevSecOps workflows and applies hardening controls, significantly reducing the time from detection to remediation compared to periodic assessment cycles.
Which compliance frameworks does AI security posture management support?
The platform provides comprehensive compliance mapping for ISO 27001, NIST AI RMF, SOC 2, EU AI Act, and other regulatory frameworks. It automatically generates evidence trails and maintains audit-ready documentation that demonstrates AI security and governance compliance for regulatory reporting. Explore data visibility solutions integration.
