AICtrlNet is a governed AI orchestration platform that enables customizable approval workflows for AI agents. It uses a 6-phase Control Spectrum to define autonomy levels per agent and workflow, allowing teams to configure when and how human approval is required. Humans are treated as first-class agents with capacity profiles, not just approval gates. The platform supports model-independent orchestration across OpenAI, Claude, Gemini, and local runtimes (Ollama, vLLM), with seamless provider switching. It coordinates AI agents, human team members, and enterprise systems (CRM, M365, LOB apps) under a unified governance model. With 43 role-configured agent templates and 177+ workflow templates across 41 industry packs, AICtrlNet enables compliant, production-ready operations. The MIT-licensed Community Edition supports self-hosting and air-gapped deployment.