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Inviso Interview Questions

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

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1
Generative AI & LLMsStart here. 3 questions · ~31 min
RAG to Reduce HallucinationsHard

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

Vector SearchHallucinationRAGIInviso
Evaluating LLM Success Beyond PerplexityHard

Design an eval framework for LLM quality, safety, usefulness, cost, and latency beyond perplexity.

HallucinationPrompt Injectionsuccess metricsIInviso
Embedding Model Trade-offsHard

Compare embedding models for vector search across quality, cost, latency, dimensions, domain fit, and operational complexity.

Vector SearchTrade-offsRAGIInviso
2
Behavioral & Leadership9 questions · ~92 min
Explaining Technical Issues ClearlyMedium

Tests whether you can translate technical complexity into business-relevant language for non-technical stakeholders and drive action.

Stakeholder ManagementCommunicationtechnical explanationIInviso
Disagreeing on a Technical DirectionMedium

Tests conflict resolution and influence during technical disagreement, including how you challenge decisions and commit after alignment.

Influence Without AuthorityConflict ResolutionteamworkIInviso
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3
More topics3 questions · ~31 min
LLM Response CachingHard
Practice

Implement an LRU cache with TTL expiration for EPAM India LLM responses using hash maps and ordered access tracking.

IInviso
Scalable LLM Inference at 1000 RPSHard

Design an LLM inference service that sustains 1000 requests per second under strict latency requirements.

high-frequency requestslatencyinference latencyIInviso
Retry with Exponential BackoffMedium
Practice

Implement bounded retries with exponentially increasing delays for failed API attempts.

api integrationapi requestsnetwork requestsIInviso

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