Qdrant Demos

Experience firsthand how Qdrant powers intelligent search, anomaly detection, and personalized recommendations, showcasing the full capabilities of vector search to revolutionize data exploration and insights.

E-Commerce search
Hybrid Search

E-Commerce search

Hybrid search, personalization, recommendations, and merchandising across a catalog of 5.7M+ products.

Fraud detection
Anomaly Detection

Fraud detection

Score every charge against that customer's own history, with evidence behind every fraud alert.

Startup Discovery
Hybrid Search

Startup Discovery

Compare semantic, keyword, and hybrid search over startup profiles, with metadata filters on every query.

Product Categorization
Classification

Product Categorization

Categorize products automatically as semantic search groups similar descriptions, even when wording differs.

Food Discovery
Recommendations

Food Discovery

Find foods by taste and meaning, with recommendations that adapt to your likes and skips.

Semantic Code Search
Code Search

Semantic Code Search

Search the Qdrant codebase by describing what the code does, using MiniLM and UniXcoder embeddings.

E-Commerce search
Hybrid Search

E-Commerce search

Hybrid search, personalization, recommendations, and merchandising across a catalog of 5.7M+ products.

Fraud detection
Anomaly Detection

Fraud detection

Score every charge against that customer's own history, with evidence behind every fraud alert.

Startup Discovery
Hybrid Search

Startup Discovery

Compare semantic, keyword, and hybrid search over startup profiles, with metadata filters on every query.

Product Categorization
Classification

Product Categorization

Categorize products automatically as semantic search groups similar descriptions, even when wording differs.

Food Discovery
Recommendations

Food Discovery

Find foods by taste and meaning, with recommendations that adapt to your likes and skips.

Semantic Code Search
Code Search

Semantic Code Search

Search the Qdrant codebase by describing what the code does, using MiniLM and UniXcoder embeddings.

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Turn embeddings or neural network encoders into full-fledged applications for matching, searching, recommending, and more.

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