What IT needs to know
before AI agents run
your operational workflows.
- AI agents acting on operational workflows are not productivity tools. They initiate external system interactions, process sensitive data, make decisions on behalf of the enterprise, and generate audit events that compliance teams need to retrieve on demand.
- The security review for an enterprise AI agent deployment covers the same surface areas as any production system review — plus the specific governance requirements of autonomous decision-making on regulated data.
- This page answers the questions IT and information security teams ask in every enterprise AI vendor evaluation — not in general terms, but at the platform architecture level.
- Every connection between your AI client and PLRX agents runs through MCP — an open standard with full logging, scoped permissions per tenant, and no proprietary dependencies. Every tool call is attributed to an identity and logged to the WORM audit trail. IT has complete visibility. Nothing runs outside the governed layer.
These are the specific platform architecture questions IT and information security teams ask before approving an enterprise AI agent deployment. Each has a specific PLRX answer.
The security architecture
behind enterprise AI deployment.
| Security Domain | PLRX Implementation | Applicable Standard / Requirement |
|---|---|---|
| Encryption at rest | AES-256-GCM field-level encryption on sensitive data before persistence. PHI encrypted at the database level before any logging occurs. Encryption keys managed per-tenant in AWS KMS. | HIPAA Technical Safeguard §164.312(a)(2)(iv); SOC 2 CC6.7 |
| Encryption in transit | TLS 1.3 for all external communications. mTLS for service-to-service communication within the PLRX platform. Certificate rotation automated. | HIPAA Technical Safeguard §164.312(e)(2)(ii); SOC 2 CC6.7 |
| Audit logging | WORM append-only event log. Object-locked. Every agent action logged with model attribution, timestamp, and action payload. Cannot be modified or deleted. Queryable without vendor involvement. | HIPAA §164.312(b); FINRA Rule 4511; SOC 2 CC7.2 |
| Tenant isolation | Sovereign per-tenant Kubernetes namespace with dedicated compute, dedicated networking, and dedicated data stores. No shared runtime path between tenants. Isolation architectural — not logical partition. | SOC 2 CC6.6; ISO 27001 A.13.1.3 |
| Agent authority enforcement | Workflow authority boundaries enforced at the PLRX platform layer — not in agent code. Agents cannot exceed defined data access scope or escalation thresholds at runtime. Platform enforcement is architecture-level. | NIST AI RMF GOVERN 1.1; SOC 2 CC6.3 |
This is the IT security question that determines whether an enterprise AI agent deployment is approvable. The answer has two parts: what data the agent is authorised to access, and how that boundary is enforced.
PLRX answer — what the agent can access: Agent data access is scoped to the workflow at the infrastructure layer. A prior auth agent accesses clinical documentation relevant to the specific authorisation request. It cannot access the patient's full record, adjacent claims, or any data outside the defined workflow scope — because the platform does not grant that access.
PLRX answer — how the boundary is enforced: Platform architecture, not agent code. The access boundary is defined in the workflow configuration and enforced at the infrastructure layer before the agent can request data outside its scope. It is not a guideline the agent is expected to follow — it is a hard boundary the platform enforces.
Tenant isolation means data from one customer deployment cannot be accessed by another. Customer data never enters model training pipelines — contractual. The complete security architecture documentation, SOC 2 report, and penetration testing summary are available for security review teams on request.
Enterprise AI agent deployments that pass the security review have specific answers to access controls, audit trails, tenant isolation, and suspension mechanisms — at the architecture level, not the policy level.
PLRX provides the security documentation package your IT team needs: SOC 2 Type II report, penetration testing summary, architecture security review, and BAA for healthcare deployments. Book a scoping call and bring your security team.