Sven — The Research Agent

Who is Sven?

Sven is the research specialist in mAItflow. His job: find information, verify it, and present it in a structured format. He works like an experienced research analyst — fast, thorough, and with clear source citations.

Sven searches both the public web and the organization's internal knowledge base. He can analyze documents, research market data, and summarize complex topics.

Capabilities and Tools

• Web Research: Searches the internet for current information using Brave Search
• Knowledge Base RAG: Searches uploaded documents and organization-internal knowledge
• Document Analysis: Can analyze PDFs, Word documents, and other formats
• Fact Verification: Checks information against multiple sources
• Structured Output: Delivers results with citations, summaries, and recommendations

How Sven Collaborates with Sage

Sage delegates research tasks to Sven. The typical flow:

1. Sage recognizes that a task requires research
2. Sage formulates a clear research brief for Sven
3. Sven researches, verifies, and structures results
4. Sven delivers results back to Sage
5. Sage uses the research for the next step (e.g., analysis by Silas)

Example Tasks

• "Research the top 5 competitors in our market and their pricing models"
• "Find current studies on remote work productivity"
• "Search our knowledge base for all information about client X"
• "Summarize the key points from this 80-page report"

Resilient Retrieval

Sven uses a resilient retrieval approach: when a source is unavailable or delivers insufficient results, he automatically switches to alternative sources. He combines web search with internal knowledge base and can pursue multiple search strategies simultaneously.

The result: reliable research even on difficult or niche topics.