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Updated weekly · Last refresh Sep 19
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Futurice Interview Questions

The questions to prepare for Futurice interviews, across all roles. Questions from real interview reports rank first. Updated daily.

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1
Generative AI & LLMsStart here. 3 questions · ~24 min
RAG Hallucination PreventionHard
Recently asked

Design a table-aware RAG pipeline for multi-page JPMorganChase financial documents that minimizes unsupported answers and citations.

long contextHallucinationRAGFFuturice
LLM Serving at ScaleHard
Recently asked

Design a low-latency, cost-controlled LLM serving platform with quality-based routing and safe fallbacks for BCG client work.

Hallucinationllm deploymentinference optimizationFFuturice
Evaluating LLMs for Business TasksHard
Recently asked

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

Hallucinationbusiness valuemodel comparisonFFuturice
2
Behavioral & Leadership5 questions · ~40 min
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3
More topics5 questions · ~40 min
Balance User Needs and GoalsMedium

Explain how you balanced user needs with business goals in a product decision, including trade-offs and outcomes.

Feature PrioritizationUser NeedsValue PropositionFFuturice
Discuss a Meaningful FailureEasy

Reflect on a real execution failure, what caused it, how you responded, and what you changed afterward.

Trade-offsSuccess CriteriaRisk AssessmentFFuturice
Serving Multiple Fine-Tuned LLMsHard
Recently asked

Design a low-latency, cost-aware serving platform for multiple fine-tuned LLMs under variable traffic.

gpu hardwarelatencyml inferenceFFuturice
Handle Design Feedback EffectivelyEasy

Explain how you manage conflicting design feedback, align stakeholders, and decide what changes to make without losing delivery focus.

Trade-offsSuccess CriteriaRisk AssessmentFFuturice
Designing Scalable Backend ServicesHard

Explain how you design, scale, operate, and evolve a service-side application under increasing load or complexity.

latencydistributed systemsarchitecture patternsFFuturice

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