The Compliance Operating System
DENI combines a structured Compliance Graph with autonomous AI agents to deliver explainable, auditable regulatory compliance for healthcare.
The Compliance Graph
A structured knowledge representation that connects regulations, evidence, and data.
Regulation Requirements
Structured representation of regulatory guidance, requirements, and standards from authorities worldwide.
Evidence Connections
Links between requirements and supporting documentation, SOPs, test results, and other compliance evidence.
Gap Identification
Automatic detection of missing evidence, incomplete documentation, or unaddressed requirements.
The Compliance Graph provides a visual representation of your regulatory landscape, showing connections between requirements, evidence, and identified gaps.
AI Agents in Healthcare Compliance
Autonomous agents that validate, reconcile, and flag issues—with full explainability.
How Agents Operate
DENI's AI agents work autonomously within defined boundaries, processing regulatory requirements and evidence to produce validated outputs. Every decision includes reasoning that can be reviewed and audited.
Explainability First
In regulated environments, "black box" AI is not acceptable. DENI provides clear reasoning chains for every validation, enabling compliance teams to understand and defend every conclusion.
Requirement Mapping
Agents analyze regulatory text to identify specific requirements and map them to your documentation.
Evidence Validation
Automated checks verify that supporting evidence adequately addresses each regulatory requirement.
Inconsistency Detection
Cross-reference analysis identifies contradictions or discrepancies across your compliance materials.
Audit Trail Generation
Every agent decision is logged with reasoning, creating a complete audit trail for reviewers.
Agents Execute Within Your Boundary
DENI supports fully on-premises deployment. AI agents, the Compliance Graph, and all data processing can run entirely within your infrastructure—with locally-hosted models. Your regulatory documents and evidence never need to leave your environment.
Example Workflows
DENI supports key compliance workflows across the regulatory lifecycle.
Regulatory Submission Readiness
Validate that all required documentation is complete, consistent, and properly linked before submission.
Continuous Audit Preparedness
Maintain ongoing compliance posture with regular validation checks and proactive gap alerts.
Evidence Gap Detection
Identify missing or insufficient evidence before it becomes a compliance issue.
See DENI in action
Request a demo to understand how DENI can support your regulatory compliance workflows.