LangChain Automated Research Workflow

This workflow is designed for researchers, analysts, and professionals who need to conduct in-depth research efficiently. It is particularly useful for:

• Market Researchers: Who require comprehensive data on market trends and competitors.
• Academics: Looking for detailed literature reviews and analysis.
• Business Analysts: Who need to gather insights on various topics quickly.
• Content Creators: Seeking to produce well-researched articles or reports.
• Students: Who want to streamline their research processes for assignments or projects.

This workflow addresses the challenge of conducting extensive research in a time-efficient and cost-effective manner. Traditional research methods can take hours or even days, while this automated process can accomplish similar tasks in minutes. By utilizing AI and web scraping, it helps users gather relevant information, generate insights, and compile reports without manual intervention.

1. Form Submission: The process begins with the user submitting a form with their research query and specifying the depth (1-5) and breadth (1-5) for the research.
2. Set Variables: The workflow captures the request ID, query, depth, and breadth from the form submission.
3. Generate SERP Queries: It creates a list of search engine result page (SERP) queries based on the user's input, optimizing for unique and relevant searches.
4. Web Scraping: The workflow employs the RAG Web Browser to scrape web content based on the generated queries, collecting relevant data.
5. Learnings Extraction: AI models analyze the scraped content to extract concise learnings, which are then accumulated for further analysis.
6. Clarifying Questions: If needed, the workflow generates follow-up questions to refine the research direction.
7. Report Generation: Once all data is gathered, the workflow compiles a detailed research report in markdown format, which includes all learnings and insights.
8. Notion Integration: Finally, the report is uploaded to a Notion page for easy access and sharing.