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How to solve the difficult decision-making problem with ComfyUI workflow builds?

2025-09-05 1.9 K

Background

When building ComfyUI workflows, novices often face inefficiencies due to difficulties in node selection, and professional users also face difficulties in parameter optimization.ComfyUI-Copilot can effectively solve this problem through AI-assisted decision-making.

Core Solutions

  • Smart Node Recommendation: Describe the goal directly in the Copilot dialog (e.g., "Need a text-to-image workflow") and the system will recommend the most appropriate combination of base nodes based on the type of task.
  • Visual Guidance: For complex processes, Copilot will give a schematic diagram of the connection order of nodes, and the user can simply drag and drop the recommended nodes onto the canvas to complete the basic construction.
  • Parameter presets: Each recommended node is automatically loaded with the optimal default parameters, e.g. the "StableDiffusion" node is preconfigured with balanced values such as 20 sampling steps and CFG7.5.
  • Comparison of multiple scenarios: Enter "show alternatives" to get 3-5 node combinations for different technology routes.

practical skill

  • Specific requirements when describing in natural language (e.g., "generate cat-themed anime styles" rather than simply "generate pictures")
  • For parameters that you are not sure about, try the default values recommended by Copilot first, and then optimize them twice with the "optimize parameters" command.
  • Periodically save successful workflows using "save workflow as template" and Copilot will learn user preferences.

Summary points

By means of intelligent recommendation + visual guidance, ComfyUI-Copilot can shorten the workflow building time by more than 60%. It is recommended to try 2-3 simple cases to familiarize yourself with the interaction patterns when using it for the first time, and then gradually challenge the complex tasks.

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