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How to generate synthetic data with AI Sheets? To illustrate a complete case study

2025-08-14 91

A typical process for generating synthetic data is as follows (using the example of creating a virtual customer email):

  1. Basic data generation::
    • Enter the prompt "Generate resumes of 5 pharmaceutical company professionals" into the blank form.
    • AI automatically creates tables with columns for name, position, expertise, etc.
  2. Extended Data Columns::
    • Add a new column and enter the prompt "Write professional business emails based on {{person_bio}}".
    • Select a creative model (e.g. GPT-OSS) to generate email content
  3. quality control::
    • Check for email formatting compliance
    • Drag the bottom of the column to generate more samples (up to 1000 rows)
  4. Batch Export::
    • Exporting the dataset and config.yml file
    • Scale to Tens of Thousands of Data with HF Jobs Run Scripts

The method is particularly suitable:

  • Privacy-sensitive scenarios (avoid using real customer data)
  • Model Training Data Expansion
  • Business Process Simulation Test

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