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Vespa
Vespa is an AI search platform for vector, text, and structured data search, recommendations, and retrieval at scale.
Vespa is an AI search platform that combines retrieval, ranking, machine learning inference, and real-time updates in a single system. It functions as an open text search engine and vector database, providing hybrid search, relevance models, and multi-vector representations for generative AI and retrieval-augmented generation applications. The platform handles recommendations, personalization, ad targeting, and semi-structured navigation for e-commerce, supporting both structured data and text or images. It also features a streaming search mode for personal and private data without building traditional indexes. Vespa is designed for developers and engineers building data-driven applications that require high speed and relevance at scale.
Vespa at a glance
- Best for: Software engineer
- Runs on: self-hosted, open source, API, cloud
- Pricing: Pay only for what you use, with tiers for dev, production, and enterprise support, plus $300 in free credits.
- Released: June 2016
- Category: AI search engine
- Website: vespa.ai
Key features
- Vector, text, and structured search
- Distributed machine-learned ranking
- Hybrid search and multi-vector representations
- Streaming search mode for private data
- Machine-learned model inference
- Real-time data updates
- Semi-structured navigation
Use it for
- Building generative AI and RAG applications
- Deploying recommendation and personalization systems
- Managing digital commerce and e-commerce search
- Running personal and private search solutions
Alternatives to Vespa
- Exa — Provides high-accuracy web search and deep research endpoints for AI agents.
- SearchCLI — Provides a stable, reviewable CLI for managing Volcengine AI search workflows.
- Weaviate — Stores data objects and vectors for semantic and hybrid search capabilities.
- Pinecone — Provides high-speed, governed knowledge retrieval for AI applications.
- Firecrawl — Provides direct web data access for AI agents with open source flexibility.
- Searchbase — Independent web access with support for REST, MCP, self-hosting, and managed cloud.
- zvec — It is a pure local, serverless vector database providing fast hybrid search.
- DeepSearcher — Performs evaluation and reasoning based on private enterprise data using various models.
- seekdb — Unifies relational, vector, and text data for production-grade AI agents.
- Orama — Runs in browsers, servers, and edge networks with zero dependencies.
- Meilisearch — It returns answers in less than 50 milliseconds with out-of-the-box relevancy.
- Jina — It provides reliable reader and search APIs optimized for LLMs and RAG systems.
All Vespa alternatives