2026 Migliori strumenti di Database vettoriale

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MongoDB

Database vettoriale

MongoDB è una moderna piattaforma dati basata su MongoDB Atlas per lo sviluppo di applicazioni e i carichi di lavoro in produzione.

S

SingleStore

Analytics & BI

A real-time database for transactional, analytical, and AI-driven applications.

S

SurrealDB

Infrastruttura per agenti IA

SurrealDB è un livello di contesto multimodello per agenti AI che combina dati documentali, a grafo, vettoriali, temporali e relazionali in un’unica transazione ACID.

P

ParadeDB

Database vettoriale

ParadeDB aggiunge ricerca, recupero vettoriale e aggregazioni a PostgreSQL.

M

MyScale

Database vettoriale

MyScale queries vector and structured data with SQL. Build similarity and filtered retrieval over embeddings and metadata on a managed cloud cluster.

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Spice AI

Database vettoriale

Motore open source per query SQL e ricerca ibrida, pensato per app ad alta intensità di dati e agenti AI, senza ETL.

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Powabase

Infrastruttura per agenti IA

A Postgres backend for AI applications with built-in retrieval, agents, auth, and storage.

D

Ducky

Motore di Ricerca AI

Ducky è una piattaforma di ricerca e retrieval AI completamente gestita per creare funzionalità di prodotto con RAG su testi, immagini, PDF e dati strutturati.

V

Vespa.ai

Motore di Ricerca AI

Vespa is an AI search platform for building search, retrieval-augmented generation, recommendation, personalization, and agent applications over text, vectors, tensors, and structured data. It is designed for developer teams that need configurable ranking and distributed operation at production scale.

S

SereneDB

Database vettoriale

SereneDB is a search-OLAP database for real-time full-text, vector, hybrid search, and analytical queries over the same data. It uses SQL and the PostgreSQL wire protocol, helping developers connect with familiar clients while keeping search and analytics in one engine.

R

Redis

Database vettoriale

Redis is a real-time data platform and database for applications, with Redis Cloud providing a fully managed deployment on major public cloud services. It supports application data, caching, search, and AI-oriented workflows through Redis and Redis Stack.

U

Upstash Vector

Database vettoriale

Upstash Vector is a serverless vector database for storing and querying embeddings and metadata in AI and machine-learning applications. It supports dense, sparse, and hybrid indexes through a REST API and SDKs for Python, TypeScript, Go, and PHP.

P

pgvector

Database vettoriale

pgvector is an open-source PostgreSQL extension for storing vectors and running exact or approximate nearest-neighbor searches alongside relational data. It supports multiple vector formats, distance functions, and standard PostgreSQL operations for applications that need similarity search.

O

OpenSearch

Motore di Ricerca AI

OpenSearch is a community-driven, Apache 2.0-licensed open source search and analytics suite for ingesting, searching, visualizing, and analyzing data. It supports application search, observability, security analytics, and machine learning workflows.

W

Weaviate

Database vettoriale

Weaviate is a vector database for building AI-native applications, including retrieval-augmented generation systems. It helps developers store and retrieve vector data, connect applications to language models, and deploy the database in a managed, self-hosted, or private-cloud environment.

S

Supabase

Database vettoriale

Supabase is a Postgres development platform for building applications with a database, authentication, APIs, realtime features, serverless functions, storage, and vector support. It helps developers move from application code to a managed backend through a dashboard, client libraries, CLI, and generated APIs.

T

turbopuffer

Motore di Ricerca AI

turbopuffer is an object-storage-native search engine for vector, full-text, hybrid, and regex search. It helps AI, search, and data teams retrieve content from large document collections with filtering, ranking, and scalable namespace-based storage.