1. Assess reality
Understand current AI use, workflows, authority, knowledge quality, governance friction, dependency and measurable value.
Implementation companion
The HAIOF Practitioner Guide is the practical implementation companion to the Core Framework.
Understand current AI use, workflows, authority, knowledge quality, governance friction, dependency and measurable value.
Map the current workflow, remove unnecessary activity, classify the remaining work and define the Intent Contract.
Clarify process ownership, human authority, execution, approval, monitoring, escalation and knowledge ownership.
Identify authoritative sources, data boundaries, access, prohibited actions and human takeover requirements.
Use representative cases, edge cases, prohibited-action tests, measurable baselines and explicit pilot decisions.
Monitor quality, incidents, changes, cost, governance friction and Human Takeover Readiness.
Selected free tools from the Guide are published in full on the Tools page. Practitioner records are previewed only.