Shaped: Relevance engine combining vector search with behavioral machine learning models, optimized for recommendation systems rather than raw retrieval. Pinecone 每月有 286,732 次造訪,月增率 -31%,定價模式為免費增值、付費、需聯絡報價。Shaped 每月有 11,871 次造訪,成長率 -39.2%,定價模式為需聯絡報價。
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.
| 面向/指標 | ![]() | |
|---|---|---|
| 官方網域 | pinecone.io | shaped.ai |
| 定價模式 | 免費增值、付費、需聯絡報價 | 需聯絡報價 |
| 每月造訪次數 | 28.67萬 (286,732) | 1.19萬 (11,871) |
| 月流量變化量 | -12.89萬 (-31%) | -7645 (-39.2%) |
| 主要市場與市佔 | 🇺🇸 美國 (30.2%) | 🇺🇸 美國 (36.4%) |
| 每月直接造訪 | 11.86萬 | 4726 |
| 使用者評分 | 4.8 | 4.8 |
| 支援平台 | 網站 | 網站 |
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.

自帶回饋閉環的相關性引擎
以類 SQL 的單條查詢完成語意檢索、關鍵字檢索與行為模型的檢索、篩選、評分與重排。
融合語意與關鍵字檢索,再依每位使用者預測的點擊率與互動情形重新排序結果。
機器學習模型依即時互動訊號重新訓練,隨產品流量成長自動提升排序品質。
直接從 Snowflake、Kafka、BigQuery、Shopify 等資料倉儲、分析工具與事件管線流入資料,無須 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.
免費 / 開源Qdrant is an open-source vector search engine and database, written in Rust, for high-performance similarity search in AI applications.

專項更強託管的 RAG API,可處理端到端的檔案匯入與解析,而 Pinecone 則專注於純粹的向量儲存。

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.