LLM System Design Interviews: Architecture, SLOs and Failure Modes

Five scenario previews and one complete question testing LLM system design: requirements clarification, SLO definition, model/API choice, RAG design, serving architecture, evaluation, safety, and failure recovery.

Audience: AI engineers preparing for interviewsPrerequisites: Familiarity with LLM System Design

Last technically reviewed: 2026-09-02

LLM System Design’s Skills Covered in These Interview Questions

Five scenario previews and one complete question testing LLM system design: requirements clarification, SLO definition, model/API choice, RAG design, serving architecture, evaluation, safety, and fail

What Interviewers Evaluate in LLM System Design Answers

What the interviewer is evaluating: Production reasoning for LLM System Design

  • Structured reasoning
  • Trade-off awareness

Scenario Previews

Applied0-2 years

Applied

Competency: LLM System Design fundamentals

What is tested: Can you reason about LLM System Design?

Context: Basic task

Time expectation: 30 min

Answer framework: Clarify, decompose, decide.

Safe follow-up: Edge cases?

Production2-5 years

Production

Competency: LLM System Design debugging

What is tested: Root cause isolation?

Context: Debug an issue

Time expectation: 40 min

Answer framework: Capture, reproduce, fix.

Safe follow-up: Prevention?

System Design5-8 years

System Design

Competency: LLM System Design design

What is tested: Architecture?

Context: Design a system

Time expectation: 50 min

Answer framework: Requirements, design, validate.

Safe follow-up: 10x?

Applied2-5 years

Applied

Competency: LLM System Design evaluation

What is tested: Evaluation strategy?

Context: Design evaluation

Time expectation: 40 min

Answer framework: Metrics, datasets, gates.

Safe follow-up: Online mismatch?

Production5-8 years

Production

Competency: LLM System Design production

What is tested: Recovery?

Context: Production incident

Time expectation: 40 min

Answer framework: Capture, isolate, fix, prevent.

Safe follow-up: Monitoring?

LLM System Design Decision Framework

A structured decision framework for LLM System Design.

DimensionConsideration

LLM System Design Sources and Technical Review

Sources verified. Last reviewed: 2026-09-02.

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