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

1. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

A) Achieving faster responses by reducing model checkpoints and updates
B) Focusing primarily on user experience improvements and response formatting
C) Maintaining data privacy and minimizing security risks from external services
D) Maximizing scalability by deploying larger cloud-based LLM clusters

2. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.

A) i, ii, iii (Duplicate entry in original source)
B) i, iii, v
C) ii, iii, iv
D) i, ii, iii

3. What is a hallucination in LLM outputs?

A) A logical mistake in multi-step deduction
B) Generation of factually incorrect content for the task
C) A transient network failure during inference
D) A systematic preference learned from data

4. Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?

A) The number of tokens processed directly determines the carbon intensity of each query
B) The location of the data center determines model bias and accuracy levels
C) The type of cloud platform affects processing speed but not total energy draw
D) The duration of user sessions primarily affects latency but not power efficiency

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

A) Writing low-level device drivers
B) Designing custom CPU instructions
C) Mastering prompt engineering
D) Configuring network routers

Solutions: