AI Orchestration and Agentic Workflows
With the following suite of features, Orkes Conductor enables you to efficiently build AI-powered or agentic applications that leverage AI models and vector databases:
- AI System Tasks—Use predefined tasks such as storing embeddings or generating chat completions.
- AI/LLM and Vector Database Integrations—Connect to multiple AI models and vector databases in a secure, governed way.
- AI Prompt Studio—Refine, test, and govern prompt templates for AI models.
Some common AI use cases include:
- AI agents or agentic workflows
- RAG (retrieval augmented generation) systems
- LLM-powered chatbots
- AI classifiers
Orchestrating AI-powered tasks
Orkes Conductor provides a variety of system AI tasks that can execute common logic without the need to write code. Depending on the type of task, using these tasks may require an AI/LLM integration, a vector database integration, or an AI prompt.
System AI Task | Description | Prerequisites |
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LLM Get Document | Retrieve text or JSON content from a URL. | NA |
LLM Generate Embeddings | Generate text embeddings. |
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LLM Store Embeddings | Store text embeddings in a vector database. |
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LLM Index Text | Generate and store text embeddings in a vector database. |
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LLM Index Document | Chunk, generate, and store text embeddings in a vector database. |
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LLM Get Embeddings | Retrieve data from a vector database. |
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LLM Search Index | Retrieve data from a vector database based on a search query. |
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LLM Text Complete | Generate text from an LLM based on a defined prompt. |
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LLM Chat Complete | Generate text from an LLM based on a user query and additional system/assistant instructions. |
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If custom logic is required, you can create an external worker instead of using the system AI tasks. For more details, refer to the guide on Writing Workers.
Once you have decided which task to use, check out the following guides to begin building AI-powered or agentic applications.
Learn more
📄️ Using AI Models or LLMs
Learn how to use AI models or LLMs with Orkes' system LLM tasks, including the steps for integration, access control, and more.
📄️ Using Vector Databases
Learn how to use vector databases in Orkes' system LLM tasks, including the steps for integration and access control.
📄️ Using AI Prompts
Learn how to create prompt templates and use them in Orkes' system LLM tasks.