Automated Workflow for Mining and Insight Generation of Business Opportunities on Reddit

Workflow Name

Automated Workflow for Mining and Insight Generation of Business Opportunities on Reddit

Key Features and Highlights

This workflow automatically crawls popular posts from specified Reddit communities (such as the Entrepreneur and smallbusiness subreddits). It filters posts based on multiple criteria including upvote count, content completeness, and posting time. Leveraging large language models (LLMs), it intelligently determines whether a post involves genuine business problems or needs. Subsequently, it generates concise summaries of business opportunities and automatically writes the insights into Google Sheets for structured data storage and further analysis.
The key innovation lies in integrating real-time social media data extraction, rule-based filtering, multi-step AI analysis, and automated data synchronization, significantly enhancing the efficiency and accuracy of business information screening.

Core Problems Addressed

• Automatically identifying and filtering Reddit posts with business value, avoiding noise from massive information flow
• Using AI to judge whether posts truly reflect business pain points or demands, helping users focus on core opportunities
• Automatically generating high-quality summaries for quick understanding and decision-making
• Enabling automatic data landing to facilitate team sharing and follow-up

Application Scenarios

• Market researchers aiming to quickly capture authentic needs and pain points of entrepreneurs and small business owners
• Startup teams seeking insights into potential customer demands and business opportunities
• Product managers or business development personnel monitoring industry trends and user feedback
• Investment analysts evaluating market hotspots and emerging business trends
• Content strategists or community managers filtering quality topics and user needs

Main Workflow Steps

1. Manually trigger the workflow start
2. Search for popular posts containing keywords like “how do I find leads” in specified Reddit subreddits
3. Filter posts based on upvote count, non-empty content, and posting date within the last 6 months
4. Extract key fields (upvote count, post content, posting date, link, etc.) and format the data
5. Invoke OpenRouter GPT-4 model to determine if the post describes a business problem or need (output “yes” or “no”)
6. Filter posts judged as “yes” and use GPT-4 to generate post summaries
7. Organize result fields and consolidate data
8. Append the final data into a designated Google Sheets spreadsheet for easy review and analysis

Involved Systems or Services

• Reddit API: To retrieve posts from target subreddits
• OpenRouter GPT-4 Model (integrated via LangChain): For intelligent judgment and content summarization
• Google Sheets: For storing and sharing result data

Target Users and Value

• Market Researchers: Quickly screen and understand user needs, optimizing research efficiency
• Entrepreneurs and Business Owners: Gain insights into industry pain points and discover potential business opportunities
• Product Managers and Business Developers: Support product design and market expansion decisions
• Investment Analysts: Capture market trends and investment hotspots
• Content Operations and Community Managers: Identify quality topics and user demands to boost community engagement

By leveraging automation and AI technologies, this workflow intelligently extracts business value from the vast information on social media, greatly improving information processing and decision-making efficiency. It provides an effective and precise toolset for various business roles.