Dev.to
7/2/2026

How to Automate Content Research Using Python and APIs (Step-by-Step)
Short summary
Author demonstrates a Python automation system using Serper API for Google search, BeautifulSoup for page parsing, and Gemini for synthesis to automate content research across Reddit, Quora, and Google. The pipeline generates actionable content briefs in under a minute, reducing manual research from 10 hours weekly to 30 minutes. Complete working code, cost breakdown (~$12/month), and best practices included for immediate replication.
- •Automate content research using Python pipeline: Serper (search) + BeautifulSoup (parsing) + Gemini (synthesis)
- •Reduces 10-hour manual research to 30 minutes; costs ~$12/month with full working code provided
- •Includes competitive gap analysis, content brief generation, and best practices for scraping and LLM integration
Generated with AI, which can make mistakes.
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