THEMIS: Zero-Trust Evidence Management & AI Governance System

Cryptographically verifiable compliance for multi-tenant AI workflows with Merkle-DAG tracing, zk-SNARK proofs, PII redaction, and federated resilience

Tamper-Evident
Audit Logs
<1s
Proof Generation
HIPAA/EU AI Act
Compliance
Federated Multi-Tenant
Architecture

THEMIS is a cryptographic compliance and audit platform that enables enterprises to prove regulatory adherence without exposing sensitive data. Using zero-knowledge proofs (ZKP), THEMIS generates verifiable evidence that your AI systems comply with GDPR, HIPAA, SOC 2, and other regulations—without revealing proprietary data, model details, or customer information to auditors.

Traditional compliance requires manual evidence collection, documentation, and auditor access to production systems—a time-consuming, error-prone, and security-risky process. THEMIS automates compliance by enforcing policies at runtime, generating tamper-proof audit logs, and producing cryptographic proofs that satisfy auditors without granting system access. Designed for CISOs, compliance officers, and regulated industries.

Key Benefits

  • Zero-knowledge proofs - Prove compliance without revealing sensitive data to auditors
  • Policy-as-code - Define compliance rules in declarative language, enforce at runtime
  • Automated evidence collection - 72-100% of SOC 2/ISO controls satisfied automatically
  • Tamper-proof audit logs - Blockchain-backed logs that auditors can verify independently
  • Multi-framework support - GDPR, HIPAA, SOC 2, ISO 27001, NIST AI RMF, PCI-DSS

Primary Use Cases

  • SOC 2 / ISO 27001 audits - Generate compliance evidence for security audits
  • GDPR enforcement - Prove data minimization, consent, and right-to-deletion compliance
  • HIPAA compliance - Enforce minimum-necessary access and audit PHI usage
  • Regulatory reporting - Automated reports for SEC, FDA, FCA, and other regulators

Merkle-DAG Tracing

Every AI action forms a cryptographic chain using Merkle Directed Acyclic Graphs. Trace any decision back to its root inputs with tamper-proof lineage. Detect unauthorized modifications instantly through hash verification. Provides complete audit trail for model outputs, data transformations, and policy decisions across distributed systems.

zk-SNARK Proofs & Anchoring

Generate zero-knowledge succinct non-interactive arguments of knowledge for compliance verification. Prove policy adherence without exposing sensitive data. Anchor proof commitments to public blockchains for immutability. Sub-second proof generation with batch verification for high-throughput environments.

Vault-Based Security (AWS/Azure/GCP KMS)

Enterprise-grade key management integrating with AWS KMS, Azure Key Vault, and Google Cloud KMS. Hardware security module (HSM) support for cryptographic operations. Automatic key rotation and encryption at rest. Per-tenant key isolation with bring-your-own-key (BYOK) options.

PII Redaction & Resilience

Automatic detection and redaction of personally identifiable information across logs and outputs. Pattern-based and ML-driven PII detection for 50+ data types. Resilient architecture with multi-region replication and automatic failover. Ensures business continuity while maintaining compliance.

Observability & Monitoring

Real-time dashboards with Prometheus metrics and OpenTelemetry tracing. Monitor proof generation rates, policy evaluation latency, and system health. Alert on anomalies and compliance violations. Integration with Grafana, Datadog, and New Relic for unified observability.

Policy-as-Code Engine

Define compliance policies in declarative YAML with version control. Policies specify access controls, data filters, and governance rules enforced at runtime. Test policies in sandbox environments before deployment. Template library for GDPR, HIPAA, SOC 2, and custom frameworks.

How THEMIS Works

THEMIS operates as a policy decision point (PDP) in your AIOS infrastructure. When an agent attempts an action (API call, database query, memory access), AIOS/Hermes/Mnemosyne intercepts the request and sends it to THEMIS. THEMIS evaluates policies, returns allow/deny decision, and logs the outcome. If allowed, the action proceeds; if denied, the request is blocked.

Policy Evaluation Flow:

  1. Request Interception: AIOS intercepts agent action (e.g., 'read customer data')
  2. Context Gathering: Collect context: agent ID, resource, action, time, location, user consent
  3. Policy Query: Send request to THEMIS policy engine
  4. Policy Evaluation: THEMIS evaluates all applicable policies against context (< 50ms)
  5. Decision: Return allow/deny + explanation (e.g., 'denied: missing patient consent')
  6. Audit Logging: Log request, policy result, context in tamper-proof ledger
  7. ZKP Generation: Generate zero-knowledge proof of policy evaluation
  8. Action Execution: If allowed, AIOS proceeds with action; if denied, return error to agent

Zero-Knowledge Proofs Explained

Zero-knowledge proofs allow you to prove a statement is true without revealing why it's true. In compliance, this means proving '100% of access requests were authorized' without disclosing which users accessed what data.

Example: HIPAA audit for 'minimum necessary' access

  • Requirement: Prove all PHI access requests only retrieved minimum necessary fields
  • Traditional Audit: Auditor reviews logs with patient IDs, agent IDs, fields accessed (privacy risk)
  • THEMIS ZKP: Generate cryptographic proof that 100% of requests passed 'minimum necessary' policy without revealing patient IDs or access details
  • Verification: Auditor verifies proof mathematically (runs verification algorithm), confirms compliance
  • Result: Audit complete with zero PHI exposure to auditor

Integration Points

  • AIOS: Policy gates for agent orchestration and lifecycle management
  • Hermes: API access control and integration authorization
  • Mnemosyne: Memory access policies and data residency enforcement
  • ARES: Security testing validates policy effectiveness
  • Compliance Platforms: Export evidence to Vanta, Drata, Secureframe, Thoropass
  • SIEM: Send audit logs to Splunk, Datadog Security, Azure Sentinel
  • Identity Providers: Active Directory, Okta, Auth0 for user/agent authentication

Technical Specifications

  • Policy Latency: < 50ms per evaluation (99th percentile)
  • Throughput: 100,000+ policy evaluations/second per cluster
  • Policy Language: Declarative DSL (similar to Rego, Cedar)
  • ZKP Technology: zk-SNARKs (Groth16, PLONK), zk-STARKs for quantum resistance
  • Audit Log Storage: Append-only ledger (PostgreSQL, blockchain-backed option)
  • Compliance Frameworks: SOC 2, ISO 27001, GDPR, HIPAA, PCI-DSS, NIST AI RMF
  • Deployment: On-premise, cloud (AWS, Azure, GCP), hybrid

SOC 2 Type II Audit

A SaaS company achieved SOC 2 Type II certification in 8 weeks (vs. industry average 6 months) using THEMIS. THEMIS automatically satisfied 85% of controls (access controls, audit logging, encryption, change management). Auditors verified ZKP proofs instead of reviewing thousands of log entries. Zero findings, zero follow-ups.

HIPAA Compliance for Healthcare AI

A hospital system uses THEMIS to enforce HIPAA policies on clinical AI agents. Policies ensure: only authorized agents access PHI, minimum-necessary fields are retrieved, patient consent is verified, and all access is logged. During HHS audit, THEMIS generated ZKP proofs of compliance without exposing patient data to auditors. Passed audit with zero violations.

GDPR Multi-Tenant SaaS

A legal tech SaaS uses THEMIS to enforce GDPR for 5,000+ customers across EU regions. Policies enforce data residency (German customer data stays in Frankfurt), purpose limitation (support agents can't access data for marketing), and right-to-deletion (user deletion cascades across all systems). THEMIS automated 100% of GDPR technical requirements.

Financial Services Regulatory Reporting

An investment bank uses THEMIS to generate regulatory reports for SEC, FCA, and MiFID II. THEMIS tracks all AI-driven trading decisions, generates audit trails, and produces cryptographic proofs of policy compliance. Reports are automatically filed with regulators monthly. Reduced compliance staff from 15 to 3 full-time equivalents.

Policy Definition (THEMIS DSL):

policy hipaa_minimum_necessary {
  resource: "patient_records"
  action: "read"
  
  # Only retrieve fields necessary for the task
  allow if:
    agent.role in ["care_planning", "billing", "emergency"] AND
    patient.consent[agent.purpose] == true AND
    request.fields ⊆ allowed_fields[agent.role]
  
  # Define minimum necessary fields per role
  allowed_fields: {
    "care_planning": ["patient_id", "diagnosis", "medications", "allergies"],
    "billing": ["patient_id", "insurance_id", "procedures", "dates"],
    "emergency": ["patient_id", "allergies", "medications", "emergency_contact"]
  }
  
  # Filter response to only include allowed fields
  transform_response: {
    retain_only: allowed_fields[agent.role]
  }
  
  # Audit and compliance
  audit: {
    log_level: "full"
    retention: "6_years"  # HIPAA requirement
    zkp_proof: true  # Generate zero-knowledge proof
  }
}

Policy in Action:

Request: Billing agent requests patient record

{
  "agent_id": "billing-agent-123",
  "agent_role": "billing",
  "resource": "patient_records",
  "patient_id": "12345",
  "fields": ["patient_id", "insurance_id", "procedures", "ssn"]
}

THEMIS Evaluation:

  • ✅ Agent role 'billing' is allowed
  • ✅ Patient consent exists for 'billing' purpose
  • ❌ Requested field 'ssn' not in allowed_fields['billing']

Decision: DENY

Explanation: 'Field ssn not authorized for billing role (minimum necessary violation)'

ZKP Proof (generated automatically):

{
  "proof_id": "zkp_abc123",
  "statement": "100% of patient record access requests in January 2025 complied with HIPAA minimum-necessary policy",
  "proof_type": "zk-SNARK (Groth16)",
  "proof_hash": "0x7f3a9b2c...",
  "verification_key": "0x2c9b3a7f...",
  "generated_at": "2025-02-01T00:00:00Z",
  "verification_instructions": "Run: themis verify zkp_abc123 --key verification_key.json"
}

Auditor Verification (no system access needed):

$ themis verify zkp_abc123 --key verification_key.json

Verifying proof zkp_abc123...
✅ Proof is valid
✅ Statement verified: 100% compliance with HIPAA minimum-necessary
✅ Proof covers period: 2025-01-01 to 2025-01-31
✅ Total requests evaluated: 1,247,593
✅ Policy violations: 0

Compliance Status: PASS

SOC 2 Type II

  • 72 controls, 85% automated
  • CC6.1-CC6.8: Access controls
  • CC7.1-CC7.5: System monitoring
  • CC8.1: Change management

ISO 27001:2022

  • 114 controls, 70% automated
  • A.9: Access control
  • A.12: Operations security
  • A.18: Compliance

GDPR

  • 100% technical articles automated
  • Article 17: Right to deletion
  • Article 25: Privacy by design
  • Article 32: Security of processing

HIPAA Security Rule

  • 100% technical safeguards automated
  • §164.308: Access controls
  • §164.312: Audit controls
  • §164.514: Minimum necessary

PCI-DSS v4.0

  • 80% controls automated
  • Req 7: Access controls
  • Req 10: Logging and monitoring
  • Req 11: Security testing

NIST AI RMF

  • Map, Measure, Manage, Govern
  • Trustworthiness characteristics
  • Risk management playbooks
  • Automated governance controls

Ready to Automate Compliance?

See how THEMIS enables zero-knowledge compliance with cryptographic proofs. Book a demo to discuss your regulatory requirements.