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How to apply geminicli2api for document processing in automated workflow?

2025-08-22 584
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Workflow Integration Solution

The automated processing of enterprise documents involves format parsing, information extraction and other aspects, geminicli2api can be deeply integrated in the following ways:

Implementation pathway

  • Document Preprocessing::
    • pass (a bill or inspection etc)/v1beta/models/gemini-pro-visionParsing scanned/image files
    • utilization-searchVariants automatically complement external knowledge (e.g., industry standards)
  • Piping Design::
    1. LangChain calls geminicli2api as an LLM component
    2. Combined with Unstructured library for PDF/Word conversion
    3. expense or outlaymaxthinkingThe model performs key information validation
  • Output Optimization::
    • pass (a bill or inspection etc)systemRole Message Definition Output Template
    • start usingsafetySettingsFiltering sensitive content

typical scenario

  • Contract analysis: extraction of key fields of clauses + risk alerts
  • Financial report processing: automatic generation of data summary + visualization of recommendations
  • Customer service work orders: classification + cause analysis + draft reply

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