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Innflow includes dedicated AI nodes for common automation patterns and flexible model nodes for custom prompts. AI nodes can use data from earlier workflow steps through template variables.

AI Agent

The AI Agent node runs an agentic loop with tool calling. Use it when the model needs to reason across multiple steps, call connected tools, or decide which operation to run next. Configuration: Accessing output: {{variableName.output.text}}

AI Model

The AI Model node is the general purpose LLM node. Use it for summarization, classification, rewriting, extraction, drafting, and other prompt-based work. Configuration: Example prompt:

Provider Nodes

Provider-specific nodes are available when you want to route work to a specific model family or provider configuration.

Label Fields

The Label Fields node extracts structured data from unstructured text. Define the fields you want to extract and their types, then use the extracted values in later nodes. Configuration: Example: Extract name, email, and sentiment from a customer support email. Accessing output: {{variableName.output.name}}, {{variableName.output.email}}

Router

The Router node uses AI to choose the best branch for an input. Define named routes with descriptions, then connect each route to the workflow path that should run. Router configuration is covered in Logic and Utility.