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Orama

Orama is a lightweight search engine and RAG pipeline that runs seamlessly in the browser, server, or edge network, offering full-text, vector, and hybrid search in under 2KB. This tool enhances user interactions by integrating chat capabilities with advanced quality controls to ensure accurate and engaging responses.

Orama is the open source alternative to:
Orama screenshot

About Orama

Orama transforms search experiences by seamlessly combining full-text, vector, and hybrid search methods, delivering results with an average latency of under 100ms worldwide. It automates NLP-based chunking and embedding generation with no additional configuration, while integrating smart chat features to drive user engagement and conversion. With robust quality checks that prevent hallucinations, Orama also provides insightful analytics and user segmentation to empower data-driven decisions.

Key Features

  • Lightweight search engine and RAG pipeline under 2KB
  • Supports full-text, vector, and hybrid search with sub-100ms latency
  • Automated NLP-based chunking and embedding generation
  • Integrated chat functionality for enhanced user engagement
  • Robust quality checks to prevent misleading responses
  • Powerful analytics and user segmentation for informed decision-making
  • Unlimited search query sessions across all plans

Representation of core functionalities

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mindmap Orama Core Components Database Engine Document Store Schema Management Search Engine BM25 Algorithm Results Generation Vector Engine Vector Store Embedding Processing Answer Engine RAG Processing Chat Integration Data Processing Tokenizer System Language Support 30+ Languages Stemmers Stopwords Document Processing Insert Operations Remove Operations Update Operations Tree Structures AVL Tree BKD Tree Radix Tree Vector Tree Search Features Full-Text Search Vector Search Hybrid Search Geosearch Faceted Search Filters System Query Processing Results Filtering Boosting System Plugin Architecture Core Plugins Embeddings Plugin Secure Proxy Plugin Analytics Plugin Data Persistence Plugin Documentation Plugins Docusaurus VitePress Astro Nextra Performance Plugins QPS PT15 External Integrations OpenAI API TensorFlow.js Vector Services Data Flow Document Insertion Indexing Process Query Processing Results Generation Vector Processing Chat Processing

This is the mind map that represents the core functionality of the application. It focuses on the key features and functionalities of the application and provides a visual representation of how they are interrelated.

Summary

Orama delivers a compact yet powerful search solution that blends traditional and modern search techniques with interactive chat capabilities. Its automated data processing, robust quality measures, and insightful analytics offer users a reliable tool for enhancing engagement and driving conversions.

Adrian
Created by
Adrian
Mar 9, 2025Updated1 min read
This content was partially generated using artificial intelligence.

Tool Details

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