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AI governance

Governance that keeps up with your AI.

Spreadsheets and quarterly audits cannot govern infrastructure that changes daily. AI agents multiply, MCP servers appear untracked, and ownership decays within weeks. Octic replaces static inventories with a continuous governance loop: ownership, trust states, policies, and findings with owners and SLAs. Agentic remediation, with a person approving every fix, is coming late 2026.

Four pillars

The governance framework.

Ownership

A multi-level ownership engine derives who owns each AI resource. No orphans, no ambiguity, no spreadsheet to maintain.

How trust works

Trust states

Approved, unreviewed, or flagged. Every AI resource carries a clear trust state, and policies and reviewers move it between states.

How trust states work

Policies

Octic-managed policies apply out of the box, with enhanced protections. Add your own, and Octic evaluates every resource against both continuously, not at the next audit.

How the policy engine works

Remediation

When a policy fails, the violation becomes a finding with an owner, an SLA, and an event history. Coming late 2026: remediation agents that propose a concrete fix, such as quarantining an AI agent or revoking credentials, that runs only after a person approves it.

How remediation works

63%

of breached organizations have no AI governance policy in place

IBM / Ponemon Institute, 2025

Only 4%

of organizations have achieved "Mature" cybersecurity readiness

Cisco Cybersecurity Readiness Index, 2025

Governance is a loop, not a checkbox.

Point-in-time audits give you a snapshot. By the time the report is written, the infrastructure has already changed. New agents deployed. Ownership shifted. Policies drifted. The snapshot is stale before anyone reads it.

Octic treats governance as a continuous loop: discover resources, set trust, observe behavior, remediate risks, then discover again. Each stage feeds the next. When a new AI agent appears, its ownership is derived automatically. When a policy evaluates to non-compliant, the risk register opens a finding with an owner and an SLA, and the finding keeps its own history until it closes. From late 2026, remediation agents will propose the fix, and once a person approves it and it is applied, the resource will re-enter evaluation.

86% of organizations experienced AI-related security incidents in the past year, according to the Cisco Cybersecurity Readiness Index. Too often, governance exists on paper but not in practice. Octic makes it operational by replacing manual inventories with a system that keeps itself current, while people stay in charge of every decision.

Supporting capabilities

The full governance toolkit.

Risk register

Every governance finding becomes a risk entry in one prioritized view, so your team works the biggest exposures first.

How the risk register works

Integrations

Connect Octic to the platforms you already run, so findings reach the teams that act on them.

View integrations

See what's running, what it costs, and who owns it.

Sign up and install a sensor to see coding-agent sessions and spend, or book a demo for a walkthrough of the full control plane.