Govern AI without slowing the science
Governance and security controls in XAIOps are not a bolt-on module. They sit in the path of every dataset access, model promotion, and inference request - which is the only place a control actually changes an outcome.
- Review required before anything reaches your users
- Every incoming model artifact inspected in isolation first
- Automated safety screening on model input and output
- Tamper-evident access records, retained and verifiable on demand
A gate, not a report
Assurance is positioned so that failing it has consequences. Nothing is promoted on the strength of a warning nobody read.
Artifact arrives
From a public hub, a collaborator, or an internal team.
Isolation
Inspection runs sealed off, with no path to your network.
Inspection
Independent checks, none of which load or execute the artifact.
Verdict and report
A result retained with the artifact and shared with reviewers.
Gate applies
Only a passing artifact reaches the place your teams pull from.
Four layers, all in the critical path
Every control below runs on the request or promotion path - not as a nightly report somebody reads later.
Model supply chain
- Every model artifact inspected for serialization attacks, malicious opcodes, and embedded secrets before it can be promoted
- Static, non-executing analysis performed in an isolated environment with no network access
- Multi-scanner orchestration: ModelScan, PickleScan, Fickling, and ModelAudit run as a unified gate
- A comprehensive PDF verdict and technical report retained with the artifact for reviewers
- Only artifacts that pass are made available to your teams
Runtime safety
- Automated screening of what goes into a model and what comes back
- Policy applied separately to application traffic and internal automation
- Findings recorded with the request for later review
- Exceptions limited to privileged workflows
Audit & evidence
- Every dataset access recorded with actor, action, and time
- Records protected against later alteration or deletion
- Long-term retention with verification available on demand
- Request and response history retained under encryption
Access & secrets
- Role separation across administrators, researchers, and clinical reviewers
- Sharing controls on data, document collections, and build definitions
- Review workflows for anything that reaches users
- Credentials and sensitive content encrypted at rest
XAIOps provides technical controls that support programs such as HIPAA and internal AI governance policy. It does not, by itself, make an organization compliant - your policies and processes complete the picture. We are glad to walk your security team through the specifics directly.
Put our controls in front of your security team
We are glad to walk your CISO, privacy office, or audit team through the assurance process, the encryption model, and how the audit trail is verified - in detail, and under NDA if you prefer.