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Walk me through the decision matrix you use to determine whether a generative AI project requires fine-tuning or just a robust vector search implementation.

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1 answer published. Last candidate submission on Aug 5 2026, 5:25am PDT. Interview question asked to Data Scientists interviewing at Duolingo, Roofstock, Ripple and other companies. Original question asked: Walk me through the decision matrix you use to determine whether a generative AI project requires fine-tuning or just a robust vector search implementation.. Question last reported by a candidate interviewing at Sprinklr for a Data Scientist interview on Jun 3 2026, 12:13pm PDT.