Pinecone

Pinecone is a fully managed, developer-friendly vector database designed to build high-performance vector search applications. It enables developers to manage and search through vector embeddings, powering applications like semantic search, recommenders, and others that rely on relevant information retrieval. Pinecone provides scalability without the need for infrastructure hassles.

Pinecone Key Features

• High-performance Vector Search: Pinecone offers ultra-low query latency even when dealing with billions of items. It facilitates semantic search, product search, multimodal search, and question-answering.
• Real-Time Indexing: Pinecone provides live index updates when data is added, edited, or deleted. This ensures that your data is always fresh and ready for use.
• Filtered Search: With Pinecone, you can combine vector search with metadata filters for faster and more relevant results.
• Generation: Applications like chatbots, text generation, and image generation can be powered using Pinecone.
• Security Applications: Pinecone supports various security applications such as anomaly detection, fraud detection, bot/threat detection, and identity verification.
• Data Management: Pinecone allows efficient data management by providing features for pattern matching, deduplication, grouping, and tagging.
• Analytics & Machine Learning: Data labelling, model training, molecular search, generative AI, and more can be achieved using Pinecone.
• Personalization: Pinecone supports personalization features such as recommendations, feed ranking, ad targeting, and candidate selection.
• Scalability: Scale from zero to billions of items with no downtime and minimal latency impact.
• Pay for What You Use: Start free and then pay only for what you use with usage-based pricing.
• Security: Pinecone is SOC 2 Type II certified, GDPR-ready, and built to ensure data security.
• Integration: Pinecone integrates with other AI tools like Hugging Face, LangChain, and GPT Index for supercharging your AI stack.

Pinecone Pricing

Pinecone offers several pricing plans:

• Starter Plan (Free): Ideal for trying out and small applications. Limited to one index and one project. No credit card required.
• Standard Plan (starting at $70/month): Suitable for production applications at any scale. The plan comes with multiple projects and users, access to a free Starter pod, and email support during business hours.
• Enterprise Plan (starting at $104/month): Designed for mission-critical production applications. This plan includes everything in Standard, plus Prometheus metrics, multiple availability zones, single sign-on, and 24/7/365 dedicated support.
• Enterprise Dedicated: For specific needs, a dedicated environment in your preferred region can be set up. Pricing details are available upon contact.

Pinecone

Pinecone is a vector database designed to build high-performance vector search applications.

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Educational Resources

Below you can find additional tutorials and resources we've created on Pinecone:

GPT-4 & Pinecone: Turning a Website into an AI Assistant

In this guide, we’re going to augment GPT-4 with a separate body of knowledge and use a vector database to create a custom AI assistant.

MLQ.aiPeter Foy

GPT-4 & Pinecone - Ask Questions About Any Website: MLQ Academy

In this video tutorial, we’re walk through a Colab notebook that shows you how to augment GPT-4 with a separate body of knowledge to create a custom AI assistant.

MLQ.aiPeter Foy

Building an AI Research Assistant with LangChain & Pinecone: MLQ Academy

In this video tutorial, we’ll discuss how you can use GPT-3, LangChain, and Pinecone to create an AI research assistant.

MLQ.aiPeter Foy

Building a GPT-3 Enabled Research Assistant with LangChain & Pinecone

In this guide, we’ll see how we can use LangChain and Pinecone to build a GPT-3 enabled research assistant that is trained on 50+ machine learning papers.

MLQ.aiPeter Foy

ChatGPT Retrieval Plugin: Adding Long Term Memory with Pinecone

In this guide, we’ll walk through how to get started with the ChatGPT Retrieval Plugin and add long term memory using Pinecone.

MLQ.aiPeter Foy

Adding Long Term Memory to AutoGPT with Pinecone

In this guide, we’ll look at how to add long term memory with Pinecone to AutoGPT, the experimental GPT-4 project taking the AI world by storm.

MLQ.aiPeter Foy