AAIR AI Lifecycle Risk Management Practice Question
When managing AI lifecycle risk for a model in a regulated industry, which artifact serves as the most important audit trail for the model's provenance?
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
The end-to-end model lineage and version control logs.
Model lineage/provenance trackers record the exact data versions and training parameters used for a specific model version.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
The user access logs for the dashboard.
Why it's wrong here
Access logs track usage, not model development history.
- ✗
The model's current latency metrics.
Why it's wrong here
Latency is a performance metric, not provenance documentation.
- ✗
The cloud provider's billing statement.
Why it's wrong here
Billing is for accounting, not model lifecycle auditing.
- ✓
The end-to-end model lineage and version control logs.
Why this is correct
Lineage logs document exactly how a model was built, providing the trail necessary for regulatory audits.
About these practice questions
This AAIR question is part of Courseiva's 199-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official ISACA exam blueprint
This AAIR practice question is part of Courseiva's free ISACA certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AAIR exam.