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AI Interview Question

Online Evaluation failure in an enterprise RAG assistant: how would you respond?

AI EvaluationHardScenario Based18 min read

Senior scenario interview question on Online Evaluation within AI Evaluation.

Quick answer

Start by framing the problem in production terms for Online Evaluation, then explain the root causes, a step-by-step investigation path, and the architecture or process changes you would ship for a Senior AI Evaluation role.

The interview question

You are the Senior engineer on call for an enterprise RAG assistant. Users report that answers become less grounded in source documents. The system uses Online Evaluation as part of its AI Evaluation pipeline. How would you investigate and fix the issue without breaking SLA or budget constraints?

Deep explanation

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