Pinecone Inference
Provider 
Founded 2019
Sells To Enterprise
Pricing Model Recurring, Software, Usage-based
Ownership Venture-backed

Pinecone Inference provides access to embedding and reranking models hosted on Pinecone infrastructure for AI search and retrieval applications.
Pinecone Inference is Pinecone's hosted model service for generating embeddings and reranking search results. Developers can use hosted models alongside Pinecone indexes to build semantic retrieval and improve result relevance.
The service provides embedding and reranking capabilities through Pinecone's API and is offered across Pinecone plans. The model catalog includes Pinecone-hosted embedding and reranking models for production AI applications.
| Attribute | Pinecone Inference | Qdrant Cloud | |
|---|---|---|---|
| Provider | |||
| Founded | 2019 | 2021 | |
| Sells To | Enterprise | — | |
| Pricing Model | Recurring, Software, Usage-based | — | |
| Ownership | Venture-backed | Venture-backed |
Provider 
Founded 2019
Sells To Enterprise
Pricing Model Recurring, Software, Usage-based
Ownership Venture-backed
Provider 
Founded 2021
Sells To —
Pricing Model —
Ownership Venture-backed


Baseten Embeddings Inference (BEI) with 2x throughput and lower latency than alternatives.



Baseten Embeddings Inference (BEI) with 2x throughput and lower latency than alternatives.

Serverless vector database for AI, semantic search, and RAG pipelines.
Serverless vector database for AI, semantic search, and RAG pipelines.



ZeroEntropy's zembed-1 embedding model converts documents into dense vectors for semantic search and retrieval-augmented generation.


ZeroEntropy's neural rerankers rescore search results to surface the most relevant documents for RAG pipelines.


ZeroEntropy's managed API provides end-to-end retrieval infrastructure including embedding, reranking, and search for AI systems.

Parallel Search is a web search API that returns ranked results and page excerpts for AI agents.



Async inference API for long-horizon AI agents, serving leading open-source models through OpenAI- and Anthropic-compatible endpoints.


Open-source, typo-tolerant search API designed for instant search-as-you-type experiences with minimal configuration.


Pre-optimized APIs for Kimi, DeepSeek, GLM on Baseten Inference Stack.


Open source AI gateway routing every model behind one zero-markup OpenAI-compatible endpoint.


Anthropic's API for calling Claude models directly, the frontier-model counterpart to OpenRouter's multi-provider routing.

Vector search engine using neural hashing technology

ZeroEntropy's zembed-1 embedding model converts documents into dense vectors for semantic search and retrieval-augmented generation.

ZeroEntropy's neural rerankers rescore search results to surface the most relevant documents for RAG pipelines.

ZeroEntropy's managed API provides end-to-end retrieval infrastructure including embedding, reranking, and search for AI systems.

Weaviate is an open-source AI-native vector database that stores and searches embeddings for semantic and hybrid retrieval.

Parallel Search is a web search API that returns ranked results and page excerpts for AI agents.

Retrieval layer grounding agent answers in your own documents.

Async inference API for long-horizon AI agents, serving leading open-source models through OpenAI- and Anthropic-compatible endpoints.

Open-source, typo-tolerant search API designed for instant search-as-you-type experiences with minimal configuration.

Pre-optimized APIs for Kimi, DeepSeek, GLM on Baseten Inference Stack.

Open source AI gateway routing every model behind one zero-markup OpenAI-compatible endpoint.

Anthropic's API for calling Claude models directly, the frontier-model counterpart to OpenRouter's multi-provider routing.
