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Start with the product promise
Before colors or visual style, define the one idea the icon should communicate. Is the app about speed, trust, focus, creativity, calm, exploration, or automation?
That core promise gives you a filter for choosing symbols and shapes. It also prevents the icon from becoming a pile of unrelated ideas.