AI Agent

Enable flows with an AI Agent that uses LLMs and integrated tools to perform tasks, solve problems, and deliver intelligent responses.

AI Agent

Component description

How the AI Agent component works

The AI Agent component is a versatile building block designed to act as an intelligent agent within an AI workflow. This agent leverages large language models (LLMs), can connect to external tools, and is configurable for a wide range of use-cases such as conversational AI, complex automation, and dynamic task execution.

What the Component Does

At its core, the AI Agent processes input prompts, optionally considers conversation history, and can utilize external tools to generate context-aware responses. Its capabilities can be tailored by specifying a backstory, role, and goal, allowing the agent to behave according to a specific persona or objective. The agent can also perform function calling, enabling it to interact programmatically with APIs or external systems through enabled tools.

Inputs

The component exposes several configurable inputs, allowing you to customize its behavior:

Input NameTypeRequiredDescription
Chat HistoryInMemoryChatMessageHistoryNoProvides past conversation context for generating more relevant responses.
Function Calling LLMBaseChatModelNoSpecifies the LLM for function calling tasks.
LLMBaseChatModelNoThe main language model used for text generation.
ToolsList of ToolYesA set of tools the agent can use (e.g., calculators, APIs, databases).
BackstoryString (multiline)NoBackground information to guide the agent’s behavior and responses.
GoalString (multiline)NoThe primary objective or mission of the agent.
InputMessageNoThe input prompt or message to process.
Max Execution TimeIntegerNoLimits the time (seconds) the agent can spend on a task (default: 10).
Max IterationsIntegerNoMaximum number of thinking steps (default: 10).
Max RPMIntegerNoLimits requests per minute (default: 100).
RoleString (multiline)NoDefines the agent’s persona or responsibilities.
CacheBooleanNoEnables result caching for efficiency.

Note: Only the Tools input is strictly required; all other settings are optional and provide additional customization.

Outputs

The AI Agent component provides two main outputs:

  • Message Output:
    The primary response from the agent after processing the input and utilizing any tools or context as configured. This is typically a message or text response suitable for display or further processing.

  • Agent Object:
    The underlying agent instance, which can be used for advanced chaining, introspection, or further manipulation within your workflow.

Use Cases and Practical Utility

The AI Agent is useful in scenarios where you need a conversational AI or automated assistant that can:

  • Maintain and reference chat history for coherent multi-turn conversations.
  • Dynamically invoke external tools or APIs (e.g., calculators, search, databases) as part of its reasoning.
  • Be tailored with a customized backstory, role, and goal for domain-specific applications (e.g., customer support, research assistants, task automation).
  • Handle complex tasks that require multiple steps or iterations.
  • Apply constraints such as execution time and rate limits for operational stability.

Example Scenarios

  • Conversational Chatbot: Build a chatbot that remembers past conversations and can answer follow-up questions accurately.
  • Automated Research Agent: Configure with tools like web search or document retrieval to answer complex queries.
  • Custom Workflow Orchestrator: Use tools to automate business processes or interact with other systems based on user input.

Summary Table

FeatureDescription
Connects to ToolsYes (required)
Supports LLMsYes
Function CallingYes
Customizable PersonaYes (via Backstory, Role, Goal)
Maintains Chat HistoryYes (optional)
Configurable LimitsExecution time, iterations, and RPM
OutputsMessage response, Agent object

Why Use This Component?

The AI Agent component enables the rapid creation of sophisticated, context-aware, and tool-augmented agents within your AI workflows. Its flexibility and rich configuration options make it suitable for a broad spectrum of AI-powered automation, conversation, and decision-support systems.

Examples of flow templates using AI Agent component

To help you get started quickly, we have prepared several example flow templates that demonstrate how to use the AI Agent component effectively. These templates showcase different use cases and best practices, making it easier for you to understand and implement the component in your own projects.

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AI Company Analysis & Market Research

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AI Company Analysis to Google Sheets

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AI Email Generator

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AI Glossary Article Generator

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AI Gmail Assistant for Email Management
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AI HubSpot Contact Manager
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AI Instagram Workflow Automation
AI Instagram Workflow Automation

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AI Product Analysis Generator
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AI SEO Competitor Keyword Analyzer
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Automatically analyze your competitor’s homepage URL to discover their top ranking keywords, gather keyword data from Google, and receive actionable recommendat...

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AI Software Review Article Generator
AI Software Review Article Generator

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AI-Powered Company Analysis & Google Sheets Export
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AI-Powered Outlook Email Reply Automation
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Automate professional email replies in Outlook using an AI agent that leverages organizational knowledge sources. Incoming emails are received, parsed, and answ...

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AI-Powered Vacation Request Approval Automation
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Automate and streamline vacation request approvals in Google Calendar using an AI agent. This workflow detects new vacation requests, evaluates them against com...

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Automated C-Suite Lead Generation
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Automated Lead Data Enrichment in Google Sheets
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Competitor Blog Analysis & Idea Generator
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Automatically analyze top-ranking competitor blogs from the past week and generate new blog ideas for your website. This AI workflow researches competitor conte...

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Convert Technical Documentation to SEO Article
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Transform technical documentation from a URL into a compelling, SEO-optimized article for your website. This flow analyzes top-ranking competitor content, gener...

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Hacker News Top Stories AI Curator
Hacker News Top Stories AI Curator

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An automated AI-powered workflow to fetch, summarize, and present the top Hacker News stories, including story details, URLs, and top comments. Users can intera...

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Instagram Bio Generator with AI
Instagram Bio Generator with AI

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Automatically generate high-converting Instagram bios by leveraging AI, Google search, and content from best practice guides. Perfect for social media marketers...

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Instagram Post Generator with AI
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Generate engaging Instagram posts automatically, including catchy titles, creative captions, and visually appealing images using AI-powered content research and...

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IP Lookup Chatbot with Real-Time Location Details
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LaTeX Bibliography from URL Generator
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MLA Essay Generator with Reliable Sources
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PDF/Slides to Blog Idea Generator
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Search Intent Classifier & Landing Page Generator
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This AI-powered workflow classifies search queries by intent, researches top-ranking URLs, and generates a highly optimized landing page for PPC and SEO campaig...

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SEO Article Headline Optimizer
SEO Article Headline Optimizer

SEO Article Headline Optimizer

Automatically optimize your article's headlines and title for a specific keyword or keyword cluster to improve SEO performance. This workflow analyzes your arti...

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SEO Content Brief Outline Generator
SEO Content Brief Outline Generator

SEO Content Brief Outline Generator

Generate an SEO-friendly content brief outline by analyzing top-ranking Google search results for a given keyword. This workflow uses AI and web search tools to...

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Shopify AI Customer Support Agent
Shopify AI Customer Support Agent

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A workflow for an AI-powered customer service agent that can answer queries about Shopify products, retrieve order status, and access information from internal ...

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Shopify Product Description Enhancer
Shopify Product Description Enhancer

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This AI-powered workflow enhances Shopify product descriptions based on product name or URL provided by the user. It leverages LLMs, retrieves product content f...

4 min read
Shopify Product Pricing Research AI Agent
Shopify Product Pricing Research AI Agent

Shopify Product Pricing Research AI Agent

This AI-powered workflow helps Shopify merchants analyze competitor products, research market trends, and generate optimized pricing strategies. By combining Sh...

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Website & Video Conclusion Generator
Website & Video Conclusion Generator

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Generate concise conclusions from websites, uploaded documents, or YouTube videos using AI. Perfect for quickly summarizing key takeaways and creating article e...

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Wikipedia Grounded Q&A AI Assistant
Wikipedia Grounded Q&A AI Assistant

Wikipedia Grounded Q&A AI Assistant

An AI assistant that answers user questions with factual and well-researched information, using the RIG approach to ground responses in Wikipedia sources and sp...

4 min read
YouTube Video to Google Slides Presentation Generator
YouTube Video to Google Slides Presentation Generator

YouTube Video to Google Slides Presentation Generator

Turn any YouTube video into a professional Google Slides presentation in minutes. This AI-powered workflow extracts content from a provided YouTube URL, analyze...

5 min read
YouTube Video to SEO Blog Generator
YouTube Video to SEO Blog Generator

YouTube Video to SEO Blog Generator

Automatically generate high-ranking SEO blog posts from YouTube videos. This workflow extracts video transcripts, analyzes top SEO keywords, creates a detailed ...

4 min read

Frequently asked questions

What does the AI Agent component do?

The AI Agent component acts as an autonomous entity within a workflow, using language models and connected tools to understand instructions, make decisions, and generate intelligent outputs.

What types of tools can the AI Agent use?

The AI Agent can integrate with a variety of external tools, enabling it to perform searches, data processing, API calls, and more as needed to fulfill its goals.

Can I set specific goals or roles for the AI Agent?

Yes, you can provide a backstory, define goals, and specify a role for the agent to guide its behavior and responses in the flow.

How does the AI Agent interact with other components?

The AI Agent receives input, processes it with the help of integrated tools and LLMs, and outputs intelligent messages to downstream components in the workflow.

Is there a limit to the agent's execution time or iterations?

You can configure maximum execution time and iteration limits to ensure the agent completes tasks efficiently and stays within resource budgets.

Try FlowHunt AI Agent

Unleash the power of autonomous AI agents in your workflows and automate complex tasks with integrated tool support.

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