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The tools in this category differ considerably in scope. Some, like fashion-focused platforms, generate outfit previews on virtual models; others handle architectural or home renderings, product visualization, or vector art. When comparing options, pay attention to whether the tool requires existing assets to work with or generates from scratch based on text prompts. Resolution, export formats, and commercial licensing terms vary widely, so check the fine print before using outputs in client work or products. Pricing ranges from free tiers with limited exports to subscription plans priced for professional use. A few tools also offer API access for teams building design automation into their pipelines. Start by identifying your core output type, then narrow down by resolution requirements and licensing clarity.