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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: LLM-Powered Test Infrastructure10%- RAG, fine-tuning, and model adaptation
- Architecture and deployment considerations
- AI agents and integration with test tools
Topic 2: Deploying and Integrating GenAI in Test Organisations15%- Measuring value and continuous improvement
- Strategy, governance, and adoption roadmap
- Roles, skills, and team readiness
Topic 3: Introduction to Generative AI for Software Testing15%- Use cases across the testing lifecycle
- Core concepts: Generative AI, LLMs, foundation models
- Capabilities and limitations relevant to testing
Topic 4: Prompt Engineering for Effective Software Testing35%- Prompt patterns for test design, data generation, automation
- Iterative refinement and evaluation of prompts
- Principles and structure of effective prompts
Topic 5: Managing Risks of Generative AI in Software Testing25%- Hallucinations, bias, inaccuracy, and consistency risks
- Data privacy, security, and compliance concerns
- Validation, verification, and mitigation strategies

ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

Which statement BEST contrasts interaction style and scope?

  • A. Both are identical aside from UI theme.
  • B. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
  • C. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
  • D. Chatbots require API integration; LLM apps do not.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Which concept refers to breaking text into smaller units for processing by LLMs?

  • A. Tokenization
  • B. Embeddings
  • C. Transformer
  • D. Context Window
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?

  • A. Mastering prompt engineering
  • B. Writing low-level device drivers
  • C. Designing custom CPU instructions
  • D. Configuring network routers
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?

  • A. Request manipulation
  • B. Data poisoning
  • C. Data exfiltration
  • D. Malicious code generation
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?

  • A. ISO/IEC 23053:2022
  • B. EU AI Act
  • C. NIST AI RMF 1.0
  • D. ISO/IEC 42001:2023
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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