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Updated weekly · Last refresh Oct 17

WEX AI Engineer Interview Questions

The questions to prepare for a WEX AI Engineer interview. Questions from real interview reports rank first. Updated daily.

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1
Generative AI & LLMsStart here. 3 questions · ~30 min
Evaluating LLMs for Business TasksHard

Design an eval-first framework to compare LLM quality, safety, latency, and cost for a specific business task.

Hallucinationbusiness valuemodel comparisonWEX
RAG to Reduce HallucinationsHard

Design a high-throughput RAG pipeline that grounds answers, detects unsupported claims, and balances quality, latency, and cost.

Vector SearchHallucinationRAGWEX
State Management for Long Running AgentsHard

Explain how to manage memory, summarization, retrieval, and safety in a long-running LLM agent when context exceeds the model window.

long contextcontext windowstate managementWEX
2
More topics6 questions · ~59 min
Binary Tree Maximum Path SumHard
Practice

Use postorder DFS to find the maximum-sum path between any two nodes in a binary tree.

dfsData StructuresAlgorithmsWEX
High-Concurrency LLM ServingHard

Design a low-latency, high-concurrency LLM serving layer with effective prompt, response, and KV-cache strategies.

high-frequency requestsinference latencyml inferenceWEX
Evaluating LLMs in ProductionHard

Design a practical framework for comparing LLM quality, reliability, latency, cost, and safety in production.

performance evaluationevaluation metricsMetricsWEX
Key Considerations for EmbeddingsHard

Compare embedding models for semantic retrieval using relevance, latency, dimensionality, language coverage, and operational constraints.

Vector SearchLanguage ModelsWord EmbeddingsWEX
Advocating a Technical PathHard

Tests client influence, technical judgment, conflict resolution, and ownership when the preferred solution differs from the client's initial request.

Communicationbehavioral interviewalignmentWEX
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