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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

AI Risk Assessment Template

The AI Risk Assessment Template is the governed method for evaluating the risks associated with any AI‑supported workflow. It ensures every AI use case is assessed for bias, drift, data contamination, hallucination risk explain abilityexplainability, and regulatory exposure before it is deployed.

This template creates a consistent, repeatable, and defensible way to evaluate AI risk across the entire organization.

What the AI Risk Assessment Template Evaluates

  • Bias Risk —whether the model produces unfair or discriminatory outputs.
  • Drift Risk — whether the model’s behavior changes over time without detection.
  • Data Contamination Risk — whether training or inference data introduces privacy, IP, or compliance exposure.
  • Hallucination Risk — whether the model generates fabricated or unsupported outputs.
  • Explain ability Requirements — whether the model’s reasoning can be understood and defended.
  • Regulatory Exposure — whether the use case triggers legal, compliance, or audit requirements.
  • Evidence Requirements — what must be documented to defend the AI‑supported workflow.


This ensures AI is deployed with full awareness of operational, ethical, and compliance risks.

Why the AI Risk Assessment Template Exists

Organizations fail with AI because they deploy it without understanding the risks. Without a governed assessment, AI:

  • introduces invisible drift
  • produces outputs no one can defend
  • contaminates data pipelines
  • violates regulatory expectations
  • creates audit exposure
  • undermines decision quality


The AI Risk Assessment Template eliminates this by forcing a structured, governed evaluation before AI is used in any workflow.

How It Connects to the Other Components

 The AI Risk Assessment Template is the second component of AI Readiness Governance and directly supports:


  • AI Boundary Framework — boundaries define what risks must be evaluated
  • Human‑in‑the‑Loop Workflow — risk levels determine where humans must intervene
  • AI Model Evidence Log — risk findings define what evidence must be captured


It is the risk engine that stabilizes AI adoption.

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