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The STEM Consulting Group

The STEM Consulting Group The STEM Consulting Group The STEM Consulting Group
Home
Modernization Governance
  • Modernization System™
  • PHASE 0 DIAGNOSTIC
  • Governance
Governance Asset Library
  • GOVERNANCE ASSET LIBRARY
  • Decision Architecture
  • AI Readiness Govern Asset
  • REQUEST A GOV ASSESSMENT
  • AI Readiness Governance
  • Standards Alignment
  • Evidence Governance
About Us
  • Our STEM Brand
  • Capability Statement
More
  • Home
  • Modernization Governance
    • Modernization System™
    • PHASE 0 DIAGNOSTIC
    • Governance
  • Governance Asset Library
    • GOVERNANCE ASSET LIBRARY
    • Decision Architecture
    • AI Readiness Govern Asset
    • REQUEST A GOV ASSESSMENT
    • AI Readiness Governance
    • Standards Alignment
    • Evidence Governance
  • About Us
    • Our STEM Brand
    • Capability Statement
  • Home
  • Modernization Governance
    • Modernization System™
    • PHASE 0 DIAGNOSTIC
    • Governance
  • Governance Asset Library
    • GOVERNANCE ASSET LIBRARY
    • Decision Architecture
    • AI Readiness Govern Asset
    • REQUEST A GOV ASSESSMENT
    • AI Readiness Governance
    • Standards Alignment
    • Evidence Governance
  • About Us
    • Our STEM Brand
    • Capability Statement

Human‑in‑the‑Loop Workflow

 The Human‑in‑the‑Loop Workflow defines the exact points where humans must remain in control of any AI‑supported workflow. It specifies when humans must review, approve, override, validate, or justify AI outputs to ensure AI never becomes an ungoverned decision‑maker.


This workflow ensures AI augments human judgment it never replaces it.

What the Human‑in‑the‑Loop Workflow Governs

  •  Review Points — where humans must inspect AI outputs before they move forward.
  • Approval Points — where human authorization is required for AI‑supported actions.
  • Override Conditions — when humans must intervene to correct or stop AI behavior.
  • Validation Requirements — what humans must check to ensure accuracy and compliance.
  • Justification Requirements — what humans must document when approving or overriding AI.
  • Escalation Rules — when a decision must move to a higher authority.


These controls prevent AI from making decisions outside its boundaries.

Why the Human‑in‑the‑Loop Workflow Exists

 Organizations fail with AI because they assume automation equals autonomy. Without governed human involvement, AI:


  • makes decisions it shouldn’t
  • produces outputs no one reviews
  • introduces compliance exposure
  • creates undocumented risk
  • undermines decision quality
  • becomes impossible to defend in an audit


The Human‑in‑the‑Loop Workflow eliminates this by defining exactly where humans must stay in control. 

How It Connects to the Other Components

 The Human‑in‑the‑Loop Workflow is the third component of AI Readiness Governance and directly supports: 

AI Readiness Governance

 AI Boundary Framework — boundaries determine where humans must intervene 

AI Boundary Framework

 AI Risk Assessment Template — risk levels define the intensity of human oversight 

AI Risk Assessment Template

 AI Model Evidence Log — human actions must be documented as part of the evidence record 

AI Model Evidence Log

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