Modal 记录了 1,196,021 月访问量，月度环比增长为 +30.2%，定价为免费增值，定价请咨询。Pinecone 记录了 286,732 月访问量，增长率为 -31%，定价为免费增值，付费，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 | modal.com | pinecone.io |
| 定价模式 | 免费增值，定价请咨询 | 免费增值，付费，定价请咨询 |
| 月访问量 | 119.6万 (1,196,021) | 28.67万 (286,732) |
| 月度环比流量变化 | +27.72万 (+30.2%) | -12.89万 (-31%) |
| 主要市场与份额 | 🇺🇸 美国 (43.9%) | 🇺🇸 美国 (30.2%) |
| 直接访问 / 月 | 84.56万 | 11.86万 |
| 用户评分 | 4.8 | 4.8 |
| 支持的平台 | 网站 | 网站 |
面向 AI 与数据负载的无服务器云基础设施
直接写 Python，挂载 GPU 或容器，部署成随流量伸缩、空闲时缩容到零的 HTTPS 端点。
为编码智能体、强化学习 rollout 和不可信代码提供隔离安全环境，启动低于一秒，可支持百万级并发沙箱。
在弹性单机或多机 GPU 算力上运行微调、LoRA、全量训练和强化学习，无需等待配额审批。
通过兼容 OpenAI 的端点服务大语言模型以及图像、视频、音频模型，也可以自带推理栈，由 Modal 负责底层基础设施。
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.
专项更强专为生成式多媒体模型优化的超快速无服务器运行环境，而非通用的 Python 代码。
从全球市场按秒租用云 GPU
提供强大的企业级 GPU 集群与托管推理，但比 Modal 的无服务器架构需要更多基础设施设置。
提供强大的企业级 GPU 集群与托管推理，但比 Modal 的无服务器架构需要更多基础设施设置。
通过 Cog 可以更轻松地打包模型，但不如 Modal 提供那么多样的无服务器 Python 容器运行方式。
Provides integrated development studios and training workflows, but with less granular serverless function orchestration.
Provides integrated development studios and training workflows, but with less granular serverless function orchestration.
专项更强Combines ready-to-use model APIs and serverless GPU jobs, with simpler API consumption than custom Modal apps.
专项更强专为持久化 AI 智能体上下文而设计的向量图谱内存 API，提供比 Pinecone 更高级的智能体内存功能。
专项更强Lightning-fast open-source search engine optimized for keyword and text retrieval, but less tailored for dense vector embeddings.
专项更强Lightning-fast open-source search engine optimized for keyword and text retrieval, but less tailored for dense vector embeddings.
