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Intermediate2-3 weeks

AI Search Relevance Engine

Build a product spec and prototype for a semantic search feature that understands user intent beyond keyword matching.

Semantic SearchEvaluation MetricsUser ResearchPRD Writing

Problem Statement

Users of an e-commerce platform report that search results are irrelevant for natural language queries like 'comfortable shoes for standing all day.' Current keyword-based search returns results matching individual words but misses the user's actual intent.

Scope

  • Define success metrics for search quality
  • Design the evaluation framework
  • Write a PRD for the AI search feature
  • Create a prototype evaluation dataset
  • Present a build vs. buy recommendation

Evaluation Rubric

  • Clarity of problem definition and user needs
  • Quality of evaluation framework design
  • Feasibility of technical approach
  • Thoroughness of the PRD
  • Strength of the build vs. buy analysis

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