AI that assists. Not AI that acts.

The Nuxari AI Governance Assistant helps operators understand findings, prioritize remediation, and navigate the platform, without bypassing the approval boundaries that make governance trustworthy.

The principle

The AI Governance Assistant is a productivity tool inside a governed system. It makes operators faster, not less accountable. Every AI-assisted action follows the same path as any other action in the platform: request → AI recommendation → operator confirmation → approval workflow → connector execution → evidence generation.

The AI recommendation is a step in the workflow, not a shortcut around it.

Why this matters

AI governance tools that act autonomously create a new category of risk: who authorized the access change that the AI made at 2am? Nuxari AI surfaces insights and drafts plans. A human approves and executes. The audit record shows exactly who decided what and when.

What the assistant can do

Explain findings

Why is this finding High? What control does it reference? How many users are affected?

Prioritize remediation

Which drift findings need attention this week? Which are approaching SLA breach?

Draft remediation plans

Generate a plan structure for a finding. Plans still require human review and approval.

Summarize evidence

Explain what is in an evidence package in plain language for operator or auditor review.

Natural language search

Find findings, connectors, and events using plain language queries.

Audit preparation support

Identify which evidence packages are relevant to a review scope and help draft narratives.

What the assistant cannot do

Directly execute an access change in an external system
Approve a remediation plan on behalf of a human
Bypass the approval workflow
Call external system APIs (Entra ID, GitHub, etc.) directly
Create or sign evidence records
Make final authorization decisions
Override RBAC or tenant isolation
Store or transmit user credentials
Invent findings, evidence, or compliance status

If an operator asks the assistant to take a privileged action, it explains why the action must go through the workflow and offers to initiate the appropriate workflow instead.

How the assistant is grounded

The assistant only operates on data in the Nuxari tenant. It has access to findings, baselines, evidence, and workflow records for the current tenant only. It cannot access data from other tenants. It cannot access raw external systems, it works from the access state already collected by connectors.

The assistant cannot invent findings or evidence. Every assertion is backed by records already in the platform. When it cites a finding or evidence package, you can click through to the actual record.

Response format

AI responses include a completion status (time taken), the response content, relevant data references (finding IDs, evidence IDs, user names), and a note when the recommendation requires further action before anything executes.

The assistant will not claim an audit is passed, a framework is satisfied, or a system is compliant. It describes what evidence exists and what workflows have completed — and lets qualified humans draw conclusions.

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