07GovernanceIntermediate

    AI Testing, Guardrails & Quality Control

    Prompts, outputs, bias checks and safeguards

    Full day · 9am–4:30pm Technical, LeadersFrom £500/head
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    Learning Outcomes

    • Test AI outputs systematically for accuracy and bias
    • Understand hallucination and how to detect it
    • Implement guardrails and output validation in workflows

    Day Agenda

    09:00–10:30Types of AI failure: hallucination, bias, drift
    10:45–12:30Testing lab: structured prompt evaluation
    13:30–15:00Guardrail design patterns
    15:15–16:30Human oversight models — where humans stay in the loop
    Breaks10:30–10:45 · 12:30–13:30 (lunch) · 15:00–15:15

    Tools & Platforms

    ClaudeOpenAI EvalsPromptfooLangSmithPython

    What You Leave With

    AI quality checklist and testing template

    Mapped to ST0512 Level 4 AI & Automation Practitioner — K: Sources of error and algorithmic bias

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