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How to apply Lemon AI for secure and efficient analytics in business data analytics scenarios?

2025-08-21 236

Scenario requirements

Enterprises that need to analyze sensitive business data but are concerned about the data security risks of cloud-based services need localized and functional solutions.

Application Solutions

  • Localized Data Analysis Pipeline: Data is processed through Lemon AI's local LLM without leaving the corporate intranet throughout.
  • Visual Analytics: Statistical charts and analysis reports can be automatically generated after uploading CSV files, and multiple formats are supported for export.
  • sandbox protection mechanism: All code execution during data analysis is done in an isolated environment.

Standard Operating Procedures

1. Importing data files into the data analysis module
2. Selection of analytical dimensions and chart types
3. Generate reports and export PDF/images
4. Automatic cleaning of temporary data at the end of the analysis

advanced skill

- Batch processing strategies can be used for very large data sets
- Establishment of an automated analytical task flow to generate reports on a regular basis
- Create custom analysis scripts in conjunction with code generation capabilities

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