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How to quickly test how well multiple AI models handle the same task?

2025-09-05 1.7 K

Cross-comparison test scenarios: batch execution + visualization of results

The following workflows can be used when it is necessary to evaluate the performance differences between different AI models:

  • Test Case Management System: Create a special folder in the file manager to store test data (support txt/json/csv format)
  • Batch run function: Select multiple connected models, right-click and select 'Parallel Test' mode
  • comparison view: Results are automatically displayed categorized by model, with support for difference highlighting and scoring tags

Specific operations:

  1. Create a new tab in View Manager named 'Model Comparison'
  2. Drag the icon of the model to be tested to the workspace.
  3. Click the 'Share Input' button on the top toolbar
  4. Paste or upload test content, set execution parameters (e.g. temperature value, max token, etc.)
  5. Generate comparison reports using the 'Analyze Results' extension

Advanced Tip: Install the 'Benchmark' extension module to automatically record response time, token consumption and other metrics to generate performance graphs.

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