एआई प्रौद्योगिकी

वेक्टर खोज

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.

एआई प्रौद्योगिकी
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

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

वास्तविक दुनिया पर प्रभाव

इससे पहले
वर्तमान दृष्टिकोण
📋 परिदृश्य

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

⚙️ क्या होता है

No results (site uses "detective fiction" label)

📉
व्यावसायिक प्रभाव

User leaves frustrated, zero sales

बाद में
अनुकूलित समाधान
📋 परिदृश्य

Same search on vector-enabled site

⚙️ क्या होता है

AI understands equivalence, shows detective fiction

📈
व्यावसायिक प्रभाव

User finds perfect match, completes purchase

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