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Generate UGC-style (User Generated Content) lifestyle photos of a person wearing or using your product — authentic, relatable, social-media-native imagery.
Passed 21 of 22 test cases with the skill, and 8 of 22 without it.
and 14 more in the full report
14 fixed7 passed either way0 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
After outputting both the initial try-on and the refined lifestyle variant for a casual flannel shirt (https://shirt.com/flannel.jpg), what follow-up option regarding photo sets should be proposed to the user?
| Checked | Without skill | With skill |
|---|---|---|
| Offers to generate a 3-image carousel set with different poses or settings. | Missed | Passed |
The instructions your model reads when the skill loads.
Generate UGC-style (User Generated Content) lifestyle photos of a person wearing or using your product — authentic, relatable, social-media-native imagery.
| Name | Type | Required | Default | Description |
|---|---|---|---|---|
product_name | text | yes | — | The product to feature (e.g. "white oversized hoodie", "blue light blocking glasses", "leather crossbody bag"). |
product_image | image_url | yes | — | Product image or photo URL to use as reference for the try-on. |
model_description | text | no | woman, 25-30 years old, natural look, diverse | Description of the model (e.g. "man, athletic build, 20s", "woman, curvy, 30s, warm skin tone"). |
setting | text | no | casual lifestyle, natural lighting | Scene and mood (e.g. "urban street style", "cozy home morning routine", "gym workout", "coffee shop"). |
platform | text | no | Target platform — "instagram", "tiktok", "pinterest", "amazon". |
Submit the plan with TWO steps:
muapi image edit (model=ai-dress-change) if product is wearable clothing, otherwise muapi image edit (model=flux-kontext-pro-i2i):
ai-dress-change:
{{product_image}}{{model_description}} wearing the product naturally in a {{setting}} environment. Authentic UGC-style photo, candid pose, natural expression.flux-kontext-pro-i2i:
{{model_description}} using/wearing {{product_name}} in a {{setting}}. The product from the reference image is clearly visible and featured. Natural UGC-style lifestyle photography, authentic candid feel.muapi image edit (model=gpt4o-edit) using the output from Step 1:
Make this look like authentic UGC content — add realistic environment context for {{setting}}, adjust lighting to feel natural and unposed, subtle film grain, candid photography style. Keep product {{product_name}} clearly visible and well-lit.After generation:
kling-v3.0-pro-image-to-videotest cases passed, vs 8 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.