CAIC Study Guide 2026
Everything you need to pass the CAIC exam in one place: the exam format, every topic to study, real practice questions with explanations, flashcards, and full-length practice tests. Free, no sign-up needed.
📋 CAIC Exam Format at a Glance
📚 CAIC Topics to Study (69)
✍️ Sample CAIC Questions & Answers
1. When should an AI consultant recommend using serverless inference (e.g., AWS Lambda, Google Cloud Run) instead of a dedicated GPU instance?
Serverless is cost-effective for sporadic, lightweight inference (e.g., small classifiers) where paying for idle GPU capacity would be wasteful.
2. Which AI observability tool is specifically designed to trace, evaluate, and debug LLM applications end-to-end?
LangSmith, built by the LangChain team, provides tracing, evaluation, and debugging specifically for LLM-powered applications.
3. Which cloud security principle dictates that an AI service should only have the minimum permissions required to perform its function?
The principle of least privilege limits the blast radius of a compromised service by restricting its IAM permissions to only what it needs.
4. What is the principle of least privilege in CAIC technology?
Least privilege limits access to only what is needed, reducing potential damage from errors or compromised accounts.
5. Which business area typically sees the HIGHEST and most rapid initial ROI from AI implementation?
Repetitive, high-volume processes like customer service and back-office operations offer clear labor savings and fast measurable returns, making them ideal first AI use cases.
6. In Kanban applied to an AI team, Work In Progress (WIP) limits PRIMARILY help by:
WIP limits force the team to finish in-progress work before starting new items, surfacing bottlenecks and improving overall throughput.