Product/AI Operations

AI Operations

Context-aware AI with guardrails — not autonomous. Reads logs, configs, and metrics, then suggests scoped actions. Mutations require approval. Every AI-initiated operation is fully audited.

5 AI Providers

Supported Providers

Anthropic Claude

API key configuration, model selection

OpenAI

GPT-4 and other models

Google Gemini

Google AI integration

Microsoft Copilot

Microsoft AI integration

Ollama

Self-hosted with custom endpoint — fully air-gapped

AI Tool Capabilities

Read-Only

Auto-approved — no confirmation needed

  • Browse filesystem and read files (max 1MB)
  • Tail logs with regex filtering
  • Get service status, list all services
  • Get system performance metrics
  • View active alerts
  • Get incident timeline
  • Compare filesystem snapshots (diff)

Mutating

Single approval required

  • Write files via SafeApply workflow
  • Start/stop/restart/reload services
  • Create filesystem snapshots

Destructive

Double confirmation + hostname verification

  • Restore from snapshots
  • Execute shell commands
  • System restart

Approval Workflow & Safety

Risk level indication per tool call
Diff display for file changes
Hostname confirmation for destructive operations
Full audit logging of all AI actions
Configurable: max iterations (15), max tokens (4096), temperature (0.1)

AI suggests — you decide. No autonomous execution. No black-box changes. Every action is visible, reversible, and audited.