GenAI tasks
Build intelligent workflows with GenAI tasks.
GenAI tasks are ongoing operations that continuously monitor specified collections and process documents as they are added or modified.
- Similar to ETL tasks, a GenAI task extracts content from documents. But instead of sending the content to another database, the task sends it to an AI model (like OpenAI) along with a guiding prompt and a JSON schema that defines the layout for the model's response.
- When the LLM responds, the GenAI task can use its response to, for example, update the source document with LLM-generated content, or create new documents in the database.
- GenAI tasks can infuse intelligence into a wide variety of content handling scenarios.
E.g., they can enrich documents with AI-generated summaries or classifications, translate text into different languages, or generate new content based on existing data. - You can easily create GenAI tasks using Studio or the client API.
When created via Studio, each step of their creation can be easily tested and validated before deployment.
Use cases
GenAI tasks can infuse intelligence into a wide variety of content handling scenarios. Here are some of the categories in which they can help.
- Data enrichment & enhancement
- Smart automation & workflows
- Enhanced search & discovery
- Business intelligence & insights
- Content analysis & moderation
Technical documentation
Learn how to create and manage tasks that intelligently process your data and transform your content.
Learn more: In-depth GenAI tasks articles
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A practical guide to processing PDFs, images, and files with GenAI, by Paweł Lachowski
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Learn how GenAI tasks help create reliable and effective AI-powered workflows.
