Product Overview of Cognee
What is Cognee?
Cognee is an advanced AI memory engine designed to enhance the accuracy and reliability of Large Language Models (LLMs) by creating a comprehensive knowledge graph from your data. It mimics human data perception and processing using advanced machine learning techniques, consolidating information into ‘memories’ that provide more accurate and relevant responses to prompts and queries.
Key Features
- Data Ingestion and Processing: Cognee supports a wide range of data types, including text, media, PDFs, tables, and more, from over 28 standard ingestion sources. It ingests this data and maps out a knowledge graph, determining relevant memory types per query and uncovering hidden connections within the data.
- Modular ECL Pipelines: Cognee implements scalable, modular Extract, Cognify, and Load (ECL) pipelines. This architecture allows for efficient document ingestion, structured data processing, and the retrieval of past conversations, documents, and audio transcriptions.
- Knowledge Graph and Embeddings: The platform generates a knowledge graph from the ingested data, which helps in connecting data points and uncovering previously hidden links. This graph topography enables LLM agents to understand the data better, resulting in more reliable responses.
- Integration with Existing Infrastructure: Cognee seamlessly integrates with your existing tech stack, supporting various databases, vector stores (such as LanceDB, Qdrant, PGVector, and Weaviate), and graph stores (including NetworkX and Neo4j). It also works with different LLM providers like Anyscale and Ollama.
- Customization and Flexibility: Developers can create custom tasks and pipelines using the Cognee SDK, which includes core classes, functions, and modules for managing data flow and integrating with Cognee’s functionalities. Custom schema and ontology generation are also supported.
- Performance and Scalability: Cognee is designed to handle increasing amounts of data and user demands without any loss of performance, ensuring that your business operations run smoothly as you grow.
- Cost-Effectiveness and Control: By providing a local deployment option, Cognee helps in reducing reliance on expensive external APIs like OpenAI. It also ensures full control over your data, deployed on your own systems for enhanced security and regulatory compliance.
Pricing and Support
Cognee offers several pricing plans to cater to different needs:
- Basic (Free): Includes basic features like Cognee tasks and pipelines, custom schema and ontology generation, integrated evaluations, and support for over 28 data sources.
- On-prem Subscription (€1970/month): Adds features such as on-prem deployment, hands-on support, architecture review, roadmap prioritization, and knowledge transfer.
- Platform Subscription (€8.501m input tokens): Includes all features from the free and on-prem plans, with the addition of cloud hosting.
Additional Benefits
- Quick Setup: Developers can start building with Cognee quickly due to the provided abstractions and easy integration with existing tools.
- Improved LLM Outputs: Cognee enhances the accuracy and relevance of LLM responses by providing a deeper understanding of the data.
- User Management: Supports individual user graphs and permission management, ensuring secure and personalized data access.
In summary, Cognee is a powerful AI memory engine that enhances LLM accuracy by creating a knowledge graph from your data, integrating seamlessly with your existing infrastructure, and offering scalable and cost-effective solutions for improving AI outputs.