Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
Certification Provider: ISQI
Corresponding Certification: AI Testing
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Updated: Oct 25, 2026
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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Introduction to Generative AI for Software Testing | 15% | - Use cases across the testing lifecycle - Capabilities and limitations relevant to testing - Core concepts: Generative AI, LLMs, foundation models |
| Topic 2: LLM-Powered Test Infrastructure | 10% | - AI agents and integration with test tools - RAG, fine-tuning, and model adaptation - Architecture and deployment considerations |
| Topic 3: Prompt Engineering for Effective Software Testing | 35% | - Iterative refinement and evaluation of prompts - Principles and structure of effective prompts - Prompt patterns for test design, data generation, automation |
| Topic 4: Deploying and Integrating GenAI in Test Organisations | 15% | - Strategy, governance, and adoption roadmap - Roles, skills, and team readiness - Measuring value and continuous improvement |
| Topic 5: Managing Risks of Generative AI in Software Testing | 25% | - 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 of the following is NOT a valid form of LLM-driven test data generation?
- A. Creating production database backups
- B. Setting boundary values
- C. Generating synthetic datasets
- D. Creating combinatorial data (e.g., pairwise)
Correct Answer: A 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
Which statement BEST contrasts interaction style and scope?
- A. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
- B. Both are identical aside from UI theme.
- C. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
- D. Chatbots require API integration; LLM apps do not.
Correct Answer: A 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
What BEST protects sensitive test data at rest and in transit?
- A. Rely on obfuscation instead of encryption
- B. Use public file shares with read-only links
- C. Disable TLS and rely on VPN only
- D. Enforce role-based access controls
Correct Answer: D 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
A prompt section states: "Web checkout module v3.2; focus on coupon application; existing regression suite IDs T-112-T-150; recent defect ID BUG-431." Which component is this?
- A. Output format
- B. Input data
- C. Constraints
- D. Instruction
Correct Answer: B 🗳️
Explanation: Only visible for PassLeader members. You can sign-up / login (it's free).
Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?
- A. It provides fixed responses from predefined rule sets and scripts
- B. It produces scripted conversational responses similar to traditional bots
- C. It dynamically generates test insights using contextual information
- D. It focuses primarily on visual dashboards and user navigation features
Correct Answer: C 🗳️
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