Shaped: Relevance engine combining vector search with behavioral machine learning models, optimized for recommendation systems rather than raw retrieval. Pinecone 记录了 286,732 月访问量,月度环比增长为 -31%,定价为免费增值,付费,定价请咨询。Shaped 记录了 11,871 月访问量,增长率为 -39.2%,定价为定价请咨询。
Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
| 维度 / 指标 | ![]() | |
|---|---|---|
| 官方域名 | pinecone.io | shaped.ai |
| 定价模式 | 免费增值,付费,定价请咨询 | 定价请咨询 |
| 月访问量 | 28.67万 (286,732) | 1.19万 (11,871) |
| 月度环比流量变化 | -12.89万 (-31%) | -7645 (-39.2%) |
| 主要市场与份额 | 🇺🇸 美国 (30.2%) | 🇺🇸 美国 (36.4%) |
| 直接访问 / 月 | 11.86万 | 4726 |
| 用户评分 | 4.8 | 4.8 |
| 支持的平台 | 网站 | 网站 |
Pinecone is a managed vector database and AI knowledge platform for building retrieval-augmented generation (RAG), semantic search, and agent memory. It stores vector embeddings at scale, makes writes searchable within seconds with no index tuning, and keeps p99 latency steady as data grows. Pinecone powers products for more than 10,000 customers and over a million developers worldwide.
Store and query vector embeddings with automatic indexing that requires no manual tuning or algorithm selection.
Writes are acknowledged in under 100ms and become searchable within seconds, while all data is searched in parallel so speed holds at scale.
Connect agents to Pinecone through plugins for Claude Code, Cursor, Copilot, Codex, Gemini CLI, MCP, or a direct REST API with one key.
Serve compiled, governed enterprise knowledge to agents through a single query, cutting token usage and latency versus multi-step RAG loops.

自带反馈闭环的相关性引擎
以类 SQL 的单条查询完成语义检索、关键词检索与行为模型的检索、过滤、打分和重排。
融合语义与关键词检索,再按每位用户预测的点击率和互动情况重新排序结果。
机器学习模型基于实时交互信号重新训练,随产品流量增长自动提升排序质量。
直接从 Snowflake、Kafka、BigQuery、Shopify 等数仓、分析工具和事件管道流入数据,无需 ETL。

Zilliz is the company behind Milvus, the open-source vector database, and offers Zilliz Cloud — a fully managed vector database service built for large-scale AI retrieval, RAG, and similarity search workloads.
Zilliz is the company behind Milvus, the open-source vector database, and offers Zilliz Cloud — a fully managed vector database service built for large-scale AI retrieval, RAG, and similarity search workloads.
免费 / 开源Qdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.

专项更强托管的 RAG API,负责端到端文档摄入和解析,而 Pinecone 纯粹专注于向量存储。

SvectorDB is a natively serverless vector database designed around AWS. It offers pay-per-request pricing, hybrid key-value filtering, built-in text and image vectorizers, and CloudFormation support, making it cheap and simple to add semantic search or recommendations to an existing cloud stack.
SvectorDB is a natively serverless vector database designed around AWS. It offers pay-per-request pricing, hybrid key-value filtering, built-in text and image vectorizers, and CloudFormation support, making it cheap and simple to add semantic search or recommendations to an existing cloud stack.
专项更强为 AI 代理在你的 Postgres 上提供图、向量与文本检索