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AI USE CASE

In-product semantic search

Replace keyword search in your product with natural-language understanding.

Minimum data maturity
basic
Technical prerequisite
dev capacity
Industries
SaaS, Retail & E-commerce, Education, Healthcare, Hospitality
AI type
rag search

Data you need

Catalogue or content with structured metadata; query logs help.

Required systems

  • ecommerce platform
  • data warehouse

Why it works

  • Hybrid lexical + semantic ranking
  • Re-index nightly with monitoring

How this goes wrong

  • Embedding drift after big catalogue changes
  • Latency above 500ms kills the UX

When NOT to do this

Skip if your catalogue has under 500 items, keyword search works fine.

Example vendors

This page describes an idea. It gives no budget or timeline: those depend on your company. The free diagnostic tells you which ideas fit your situation.