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Updated weekly · Last refresh Nov 3

prompting Interview Questions

The most frequently asked prompting questions across all roles and companies, ranked by real interview frequency. Updated daily.

34questions
~5htotal time
24companies covered
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1
NLPStart here. 15 questions · ~120 min
LLM and RAG Technical Deep DiveHard
Recently asked

Implement a retrieval augmented generation pipeline using Azure AI Search and Azure OpenAI, then measure retrieval quality and grounded answers.

promptingLanguage ModelsRAGMicrosoft
LLM FundamentalsHard

Explain LLM fundamentals and connect tokenization, pretraining, prompting, and fine-tuning to practical NLP projects.

promptingLanguage Modelsllm basicsOptum
LLM and Text-to-SQLHard

Explain LLM fundamentals and design a schema-aware text-to-SQL pipeline with validation, retrieval, fine-tuning, and execution safeguards.

promptingLanguage Modelssoftware engineeringExlEXL Service
Prompting Trade-offs for AgentsMedium

Compare zero-shot, few-shot, and chain-of-thought prompting for agentic NLP systems, including quality, cost, and reliability trade-offs.

promptingfew-shotzero-shotDatabricksVirtusa
Database for a Non-Technical PersonEasy

Use prompt-based text generation and readability checks to explain database concepts in age-appropriate language.

promptingLanguage ModelssimplificationGGuidewire SoftwareGuidewire
State and Memory in Multi-Turn LLMsHard

Design durable conversational state, short-term context, summaries, and long-term retrieval memory for multi-turn LLM applications.

promptingLanguage ModelsWord EmbeddingsDatabricks
Using LLMs for Tutorial GenerationHard

Design an Amazon Bedrock pipeline that plans, drafts, cites, and verifies customer-facing AWS tutorials from engineering documents.

promptingLanguage ModelsText ClassificationAmazon Web Services
GenAI Questions for a ProjectMedium

Evaluate a GenAI project by asking the right technical questions on data, prompts, evaluation, safety, and deployment.

promptingLanguage Modelsllm planningVisa
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2
Generative AI & LLMs15 questions · ~120 min
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3
More topics4 questions · ~32 min
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