Technologie IA

Recherche vectorielle

Vector Search is an advanced information retrieval method that uses machine learning to transform text, images, or audio into numerical representations called "vectors." This allows AI to search based on semantic meaning and concepts (finding "canine" when searching for "dog") rather than exact keyword matches.

Technologie IA
Semantic Search
Apprentissage automatique

The Future of "Understanding" Search

Traditional keyword search is binary: your page either contains "red dress" or it doesn't. Vector search is conceptual: a user searching for "outfit for gala" can find your "red evening gown" because the AI understands these concepts are semantically similar, even with zero overlapping words. Modern search bars (Amazon, Netflix, Shopify) increasingly use vector search. For businesses, this means optimizing for intent and concepts, not just keywords. Product descriptions should use rich, contextual language that helps AI models understand what the product is for, who it's for, and what problems it solves—this semantic richness creates better vector embeddings.

Keyword Search vs. Vector Search

Aspect
Sans
With Vector
Match Type
Exact words: "red dress"
Conceptual meaning: "elegant evening attire"
Requête utilisateur
User must know exact product names
User describes intent, AI finds match
Result Quality
Misses synonyms and related concepts
Finds semantically similar items
Exemple
Search "laptop" → only sees word "laptop"
Search "laptop" → finds "notebook computer"

Impact dans le monde réel

Avant
Approche actuelle
📋 Scénario

User searches "cozy mystery books" on keyword-only site

⚙️ Que se passe-t-il

No results (site uses "detective fiction" label)

📉
Impact sur l’entreprise

User leaves frustrated, zero sales

Après
Solution optimisée
📋 Scénario

Same search on vector-enabled site

⚙️ Que se passe-t-il

AI understands equivalence, shows detective fiction

📈
Impact sur l’entreprise

User finds perfect match, completes purchase

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