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ISQI CT-GenAI Exam Syllabus Topics:

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

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

1. A prompt begins: "You are a senior test manager responsible for risk-based test planning on a payments platform." Which component is this?

A) Constraints
B) Context
C) Instruction
D) Role


2. Who typically defines the system prompt in a testing workflow?

A) CI server automatically without human input
B) A tester configuring the assistant
C) End user during normal chat use
D) Product owner in user stories only


3. Which AI approach requires feature engineering and structured data preparation?

A) Deep Learning
B) Symbolic AI
C) Classical Machine Learning
D) Generative AI


4. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?

A) Use of a conversational tone and improved response personalization
B) Ability to trigger automated actions beyond conversation
C) Reliance on predefined templates to generate short, factual answers
D) Ability to respond to prompts without explicit user instructions


5. Consider applying the meta-prompting technique to generate automated test scripts for API testing. You need to test a REST API endpoint that processes user registration with validation rules. Which one of the following prompts is BEST suited to this task?

A) Role: Act as an automation tester. | Context: You are validating an API endpoint. | Instruction: Generate Python test scripts that send POST requests and validate responses. | Input Data: User credentials. | Constraints: Include basic scenarios with asserts. | Output Format: Provide organized scripts.
B) Role: Act as a test automation engineer with API testing experience. | Context: You are verifying user registration that enforces field and format validation. | Instruction: Generate pytest scripts using requests for both positive (valid) and negative (invalid email, weak password, missing fields) cases. | Input Data: POST /api/register with validation rules for email and password length. | Constraints:
Include fixtures, clear assertions, and naming consistent with pytest. | Output Format: Return complete Python test files.
C) Role: Act as a test automation engineer. | Context: You are creating tests for a registration endpoint. | Instruction: Generate Python test scripts using pytest covering both valid and invalid inputs. | Input Data: POST /api/register with email and password. | Constraints: Follow pytest structure. | Output Format: Provide scripts.
D) Role: Act as a software engineer. | Context: You are testing registration logic. | Instruction: Create Python scripts to verify endpoint behavior. | Input Data: POST /api/register with test users. | Constraints: Add checks for status codes. | Output Format: Deliver functional scripts.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: B
Question # 3
Answer: C
Question # 4
Answer: B
Question # 5
Answer: B

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