Enterprise Governance
Operational implementation for complex environments
The Protocol is the standard. This page describes the operational layer: how lifecycle states, evidence, and monitoring are wired into real organizations — especially in regulated domains and high-change systems.
What this is (and is not)
Governance implementation surface
These are the common operational interfaces where lifecycle trust becomes real:
Enterprise onboarding
Define system boundaries, ownership, declarations, and evidence requirements. Establish what gets monitored — and why.
High-risk AI governance
Map lifecycle states to internal controls (risk, legal, security, compliance). Define escalation paths and downgrade triggers.
Monitoring operations
Integrate monitoring into CI/CD, change management, incident response, and audit evidence pipelines.
Procurement & vendor proof
Require verifiable snapshots from vendors and preserve durable records for audits, disputes, and regulator inquiries.
Implementation model
Inputs
- System inventory (models, agents, deployments)
- Change channels (CI/CD, release notes, incidents)
- Control expectations (security, risk, compliance)
- Evidence sources (logs, configs, evaluations, docs)
Outputs
- Declared scope + ownership mapping
- Verification artifact pipeline (repeatable)
- Monitoring cadence + downgrade triggers
- Audit-ready evidence trail (time-bound)
Start path
The fastest start is to align on lifecycle states and downgrade rules first, then map evidence sources and monitoring cadence. Everything else becomes implementation detail.