S&P Global GenAI Engineer Interview Questions

The questions to prepare for a S&P Global GenAI Engineer interview. Questions from real interview reports rank first. Updated weekly.

Compare Fine-Tuned Model vs API

Medium

Evaluate a fine-tuned open-source model against a commercial LLM API using offline quality checks and online experimentation.

Model MetricsLLM EvaluationFine-Tuning

S&P Global

Metadata Filtering vs Vector Similarity

Hard

Choose between metadata filters and vector similarity in retrieval, and explain when to use each.

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Explain Attention in Transformers

Medium

Explain how attention lets transformer models weigh relationships between tokens across a sequence.

attentioncontext windowtransformers

S&P Global

Embedding Model Trade-offs for Finance

Medium

Tests embedding selection and evaluation for domain-specific finance language and retrieval quality.

model comparison

S&P Global

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Explaining AI to Business Stakeholders

Easy

Tests communication of complex AI concepts to non-technical stakeholders, with emphasis on structure, trade-offs, and stakeholder alignment.

Stakeholder ManagementCommunicationstar

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Low-Latency Market Summary API

Hard

Tests system design for throughput, latency, and reliability in a production GenAI API serving market summaries.

api designlow latency

S&P Global

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