Pinecone reinvents the vector database to let companies build knowledgeable AI
Breakthrough serverless architecture delivers up to 50x cost reduction opening the path to dramatically better GenAI applications.
One of the keys to success is providing large amounts of data on-demand to the Large Language Models (LLMs) inside GenAI applications. Research from Pinecone found that simply making more data available for context retrieval reduces the frequency of unhelpful answers from GPT-4 by 50%[1], even on information it was trained on. The effect is even greater for questions related to private company data. Additionally, the research found the same level of answer quality can be achieved with other LLMs, as long as enough data is made available. This means companies can significantly improve the quality of their GenAI applications and have a choice of LLMs just by making more data (or "knowledge") available to the LLM. Yet storing and searching through sufficient amounts of vector data on-demand can be prohibitively expensive even with a purpose-built vector database, and practically impossible using relational or NoSQL databases.
Pinecone serverless is an industry-changing vector database that lets companies add practically unlimited knowledge to their GenAI applications. Since it is truly serverless, it completely eliminates the need for developers to provision or manage infrastructure and allows them to build GenAI applications more easily and bring them to market much faster. As a result, developers with use cases of any size can build more reliable, effective, and impactful GenAI applications with any LLM of their choice, leading to an imminent wave of incredible GenAI applications reaching the market. This wave has already started with companies like Notion, CS Disco, Gong and over a hundred others already using Pinecone Serverless.
"To make our newest Notion AI products available to tens of millions of users worldwide we needed to support RAG over billions of documents while meeting strict performance, security, cost, and operational requirements," said
Key innovations in the breakthrough architecture of Pinecone Serverless include:
- Separation of reads, writes, and storage significantly reduces costs for all types and sizes of workloads.
- Industry-first architecture with vector clustering on top of blob storage provides low-latency, always fresh vector search over practically unlimited data sizes at a low cost.
- Industry-first indexing and retrieval algorithms built from scratch to enable fast and memory-efficient vector search from blob storage without sacrificing retrieval quality.
- Multi-tenant compute layer provides a powerful and efficient retrieval for thousands of users, on demand. This enables a serverless experience in which developers don't need to provision, manage, or even think about infrastructure, as well as usage-based billing that lets companies pay only for what they use.
"From the beginning, our mission has been to help every developer build remarkably better applications through the magic of vector search," said
To extend the ease of use that made Pinecone a developer favorite, Pinecone Serverless is launching with integrations to other best-in-class solutions in the GenAI technology stack, including Anthropic, Anyscale, Cohere, Confluent, Langchain, Pulumi, Vercel, and others to be announced soon.
"Vercel's mission is to help the world ship the best products, and in the age of GenAI that requires Pinecone as the vector database component," said
"We've seen tremendous demand from our customers to connect Confluent to Pinecone in order to fuel real-time GenAI applications," said
Pinecone Serverless is available in public preview today in AWS cloud regions, and will be available thereafter on Azure and GCP. Try Pinecone for free, learn more about this release in the announcement blog post, and dive deep into the architecture and performance in the technical post.
About Pinecone:
Pinecone created the vector database to help engineers build and scale remarkable AI applications. Vector databases have become a core component of GenAI applications, and Pinecone is the market-leading solution with over 5,000 customers of all types and sizes across all industries. Pinecone has raised
Notes:
[1] "Helpfulness" or "Faithfulness" measures the frequency of generated answers that correctly answer the question (or prompt) without hallucinating or replying "I don't know."
View original content:https://www.prnewswire.com/news-releases/pinecone-reinvents-the-vector-database-to-let-companies-build-knowledgeable-ai-302035553.html
SOURCE Pinecone Systems Inc.
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