Tekoälyteknologia

Vektorihaku

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.

Tekoälyteknologia
Semantic Search
Machine Learning

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

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

Todellinen vaikutus

Ennen
Nykyinen lähestymistapa
📋 Tilanne

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

⚙️ Mitä tapahtuu

No results (site uses "detective fiction" label)

📉
Liiketoiminnan vaikutus

User leaves frustrated, zero sales

Sen jälkeen
Optimoitu ratkaisu
📋 Tilanne

Same search on vector-enabled site

⚙️ Mitä tapahtuu

AI understands equivalence, shows detective fiction

📈
Liiketoiminnan vaikutus

User finds perfect match, completes purchase

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