What is Doctrine?
Doctrine is an AI tool that enables users to easily add generative AI capabilities to their applications. With this tool, users can leverage the knowledge stored in their data or knowledge bases to answer user questions or integrate AI features into their apps. Doctrine offers a simple and powerful API that can be quickly integrated into applications. Users can ingest knowledge from various sources such as databases, websites, documents, images, spreadsheets, and powerpoints. The tool automatically converts different file types into text, vectorizes the text into a high dimensional vector space, and supports ingesting content from websites by crawling sitemaps or individual pages.The tool provides a ready-to-use Chat UI that can be embedded into applications, or users can utilize the API to build their own UI. Multi-tenant databases are supported, as Doctrine simplifies the partitioning of vector embeddings to ensure the security of customer data.Scalability is another advantage of using Doctrine, as it offers a scalable infrastructure to handle document processing, vector generation and storage, and user query requests. Doctrine provides different pricing plans to accommodate various needs. The Starter plan is suitable for personal use or smaller projects, while the Growth plan is designed for growing businesses. The Business plan is aimed at organizations looking to incorporate AI across their entire operation. The tool also offers comprehensive documentation for users to get started and explore its features and functionalities.
Pros
- Simple and powerful API
- Multi-source knowledge ingestion
- File type automatic conversion
- Web content crawling
- Ready-to-use Chat UI
- Customizable user interface
- Multi-tenant database support
- Vector embeddings partitioning
- Scalable infrastructure
- Processing and storage capabilities
- Different pricing plans
- Comprehensive documentation
- Supports handling complex documents
- Website content ingestion
- Chat UI embedding option
- Data vectorization
- Secure customer data
- Team features in plans
- Unlimited website embeds in plans
- Your own API key option
- GPT-4 availability in plans
- Semantic question answering
Cons
- Doesn't support real-time data
- No data preprocessing tools
- Limited free usage
- No model customization options
- Potential security risks for vector embeddings
- No multi-language support
- Charges for document ingestion
- Heavy reliance on API key
- No built-in error handling
- No native mobile support
Doctrine FAQ
What is Doctrine?
Doctrine is an Artificial Intelligence tool that provides generative AI capabilities to applications. It allows users to leverage the knowledge in their data or knowledge bases to answer user questions or integrate AI features into their apps.
How does Doctrine enable app integration with generative AI?
Doctrine enables app integration with generative AI through its simple but powerful API. Users can quickly add AI capabilities to their applications by ingesting knowledge from various sources and utilizing the AI to answer questions or embody features into their applications.
How does Doctrine use knowledge stored in databases to answer user questions?
Doctrine uses the knowledge stored in databases by converting them into high-dimensional vector spaces. When a user poses a query, Doctrine matches the question with related vector spaces, thereby retrieving the most relevant answer.
How does Doctrine's API work?
Doctrine's API offers a smooth method for integrating Doctrine's features into any application. It simplifies the process of ingesting data from various file types and formats, answering questions based on the ingested data, and embedding the ready-to-use Chat UI into applications.
Which types of files are compatible with Doctrine?
Doctrine is compatible with various file types including databases, documents, images, websites, spreadsheets, and powerpoints. Doctrine is capable of ingesting knowledge from these varied sources.
How does Doctrine handle the conversion of different file types into text?
Doctrine transforms different file types into text by automatically converting them. Whether it's a database, a document, an image, a webpage, or even a slide from a PowerPoint deck, Doctrine will convert the data into text and then vectorize the text into a high dimensional vector space.
What kind of UI does Doctrine provide for chat integration?
Doctrine provides a ready-to-use Chat UI for chat integration. Users have the option to embed this Chat UI into their applications or they can utilize the Doctrine API to build their own UI.
How does Doctrine support multi-tenant databases?
Doctrine supports multi-tenant databases by simplifying the partitioning of vector embeddings. This process ensures the security and privacy of the customer's data.
