> For the complete documentation index, see [llms.txt](https://docs.frends.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.frends.com/guides/ai-features.md). # AI Features - [How to provide data to AI Connector in Frends](https://docs.frends.com/guides/ai-features/how-to-provide-data-to-ai-connector-in-frends.md): AI Connector will only receive the data you provide. - [Creating semi-deterministic AI Process](https://docs.frends.com/guides/ai-features/creating-semi-deterministic-ai-process.md): How to use AI reasoning with control flow from a Process. - [How to create Reusable AI Agents as Frends Subprocesses](https://docs.frends.com/guides/ai-features/how-to-create-reusable-ai-agents-as-frends-subprocesses.md): Reusable AI Agents as part of your Processes. - [How to implement a simple RAG in Frends](https://docs.frends.com/guides/ai-features/how-to-implement-a-simple-rag-in-frends.md): Retrieval-augmented generation at its simplest is a standard Frends Process with AI. - [How to tokenize data for AI](https://docs.frends.com/guides/ai-features/how-to-tokenize-data-for-ai.md): Using regexes and field value replacement for structured data to securely use AI. - [How to use on-premise Ollama with AI Connector](https://docs.frends.com/guides/ai-features/how-to-use-on-premise-ollama-with-ai-connector.md): Using your own Ollama installation to perform operations with AI. - [How to use Azure AI Inference service with AI Connector](https://docs.frends.com/guides/ai-features/how-to-use-azure-ai-inference-service-with-ai-connector.md): Using your own Azure AI Inference service and API. - [Using Fine-Tuned Models with Azure AI Inference in Frends](https://docs.frends.com/guides/ai-features/using-fine-tuned-models-with-azure-ai-inference-in-frends.md): How to use models tuned specifically for your use case. - [Setting up Entra ID OAuth for MCP Triggers](https://docs.frends.com/guides/ai-features/setting-up-entra-id-oauth-for-mcp-triggers.md): How to use your own IDM for authenticating MCP Tools from Frends. --- # Agent Instructions This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com. ## Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation by asking a question. Perform an HTTP GET request on the following URL with the `ask` and `goal` query parameters: ``` GET https://docs.frends.com/guides/ai-features.md?ask=&goal= ``` `ask` is the immediate question: it should be specific, self-contained, and written in natural language. `goal` is what the user is ultimately trying to achieve, the reason they need the answer. Sharing it helps GitBook give you a better, more relevant answer. A goal is most helpful when it describes the outcome the user wants rather than restating the question. For example, with `ask=how do I create an API token`, a goal like `automate deployments from our CI pipeline` lets GitBook tailor the answer to that use case. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.