ManualTrigger Automate

ManualTrigger Automate retrieves and analyzes recent Reddit posts to identify potential business opportunities. It filters posts based on upvotes and content relevance, summarizes insights using AI, and outputs the findings directly into Google Sheets, streamlining lead generation and enhancing decision-making.

7/8/2025
17 nodes
Complex
manualcomplexlangchaingooglesheetsredditsticky noteadvancedlogicconditional
Categories:
Complex WorkflowManual TriggeredData Processing & AnalysisSocial Media Management
Integrations:
LangChainGoogleSheetsRedditSticky Note

Target Audience

This workflow is ideal for:
- Entrepreneurs looking to identify business opportunities on Reddit.
- Marketing Professionals who want to analyze social media trends and user engagement.
- Data Analysts interested in extracting insights from online communities.
- Content Creators seeking inspiration or topics based on trending discussions.
- Researchers focused on understanding user behavior and preferences in niche markets.

Problem Solved

This workflow addresses the challenge of sifting through vast amounts of Reddit posts to find relevant business-related discussions. By automating the process of filtering posts based on upvotes, content relevance, and timeframe, it enables users to quickly identify valuable insights and opportunities without manual effort.

Workflow Steps

  • Manual Trigger: The workflow starts when the user clicks the ‘Test workflow’ button.
    2. Get Posts: It retrieves recent posts from the Entrepreneur subreddit using the keyword ‘how do I find leads’, sorted by hot.
    3. Filter Posts By Features: The posts are filtered based on upvotes (>2), ensuring they are not empty, and are from the last 180 days.
    4. Filter Posts By Content: Further filtering to only include posts marked as business-related.
    5. Select Key Fields: Key data such as upvotes, subreddit subscribers, post content, URL, and date are extracted and prepared for analysis.
    6. Basic LLM Chain: The workflow uses a language model to assess whether each post describes a business-related problem or need for a solution.
    7. Post Summarization: Summarizes the relevant posts using LangChain’s summarization capabilities.
    8. Edit Fields: The summary and key fields are organized for output.
    9. Merge Inputs: Combines data from multiple sources for comprehensive output.
    10. Output The Results: Finally, the results are appended to a specified Google Sheet, allowing for easy access and review of the insights generated.

    • Customization Guide

    To customize this workflow:
    - Adjust the Keyword: Change the keyword in the Get Posts node to target different topics or industries.
    - Modify Filters: Alter the conditions in Filter Posts By Features and Filter Posts By Content to refine the criteria based on your specific needs.
    - Change the Subreddit: Update the subreddit parameter to explore different communities relevant to your interests.
    - Edit Output Settings: Customize the Google Sheets output settings, including the sheet name and document ID, to fit your data organization preferences.
    - Enhance Summarization: Experiment with different models or parameters in the Post Summarization step to improve the quality of insights generated.