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How to optimize the processing efficiency of large files across multiple AI models?

2025-08-20 252

Intelligent distribution solution for large files

When processing market reports or design materials of 50MB or more, the traditional approach is prone to lagging due to model compatibility. A layered processing strategy is recommended:

  • Pre-analysis of documents: Immediately after uploading, use the "/split by chapter" command, AI will automatically split the PDF into logical units to be distributed to different models.
  • format conversion: When encountering compatibility problems, type "/convert to markdown" to convert complex tables to structured data, improving the recognition rate of analytical models.
  • distributed processing: Enable "Parallel Computing" in Team Edition (Settings - Advanced) to invoke multiple models to process different parts of the file at the same time.

Test data show that the program has reduced the processing time of 300 pages of industry analysis report from 3 hours to 25 minutes. Note that the free version of the single process is limited to 10 minutes, processing large files is recommended: 1) first extract the key pages 2) use the "/batch" command to set the nightly auto-processing 3) use "/merge" to integrate the results of each part of the output.

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