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What is Atypica's "long inference" mechanism? What are the advantages over traditional AI tools?

2025-08-25 1.4 K

Atypica's "Long Reasoning" mechanism is its core feature, which refers to the process by which AI generates business reports through 10-20 minutes of in-depth analysis.

It consists of three specific phases:

  • Data collection: Extract structured data on market size, consumer preferences, etc. from publicly available information
  • logical analysis: Simulate expert thinking, compare the advantages and disadvantages of different strategies and select the best solution.
  • Structured Output: Organize the results of the analysis into a full report with clear chapters and sections

Three major advantages over traditional AI tools:

  • Depth of content: Ensure comprehensiveness of analysis by extending reasoning time rather than simply piling up information
  • professional logic: Adopt a researcher's frame of mind and output structured content that meets the needs of business decision-making
  • Reduced labor costs: automate basic research that would otherwise take a team days to complete

This feature is particularly suitable for scenarios that require rigorous market analysis, such as new product launch strategy development.

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