Visual AISKILLS
EcommercePromptsSkillsExplore
Fix & Edit
Background and objects
Useful

Isolate subject as transparent cutout

Create a clean cutout or transparent subject image

Use this skill when you need a repeatable image workflow, not a one-off prompt guess. It defines the input, output, tool path, and quality gate before generation starts.

Input
source image
Output
transparent subject
Best fit

Background and objects

SAMLayerDiffuseRecraft

Good asset utility

Job to be done

Create transparent subject from source image, using a task-first workflow instead of a loose prompt dump.

Workflow type

background-removal, masking

Quality promise

The output must preserve user intent, survive visual inspection, and be ready for the target channel.

Workflow outline

  1. Prepare the source input: source image.
  2. Pick a first tool path: SAM, LayerDiffuse, Recraft.
  3. Generate or edit toward the promised deliverable: transparent subject.
  4. Review the image for drift, broken details, unreadable text, and weak composition.
  5. Save the prompt, references, and final settings that produced the best reusable result.

Copy-ready skill card

Skill: Isolate subject as transparent cutout

Scene: Fix & Edit / Background and objects

Input: source image

Output: transparent subject

Tools: SAM, LayerDiffuse, Recraft

Example input: Object prompt or image: ceramic mug with handle

Use case: ecommerce layout, bundle graphic, or design asset

Background: transparent or isolated neutral

Must preserve: object silhouette, handle shape, material cues

Export need: transparent PNG-ready asset

Quality check: the result must match the promised output and preserve the user intent.

Branch logic

  • If the user has not provided source image, ask for it before generating the final transparent subject.
  • If a reference image is provided, preserve the subject identity, proportions, and important details before changing style or scene.
  • If the first result fails visual inspection, fix the smallest broken area first instead of regenerating the whole image.
  • If the first tool path fails, switch to the next listed option: LayerDiffuse, Recraft.
  • If the task depends on masks, text, or object edges, inspect those details at full size before accepting the output.

When not to use

  • Do not use this as proof that the generated transparent subject is factually real or legally approved.
  • Do not use it when the user needs professional legal, medical, safety, or regulated-compliance judgment.

Copy distribution

Take this skill into your AI tool as a prompt, a workflow card, or a portable SKILL.md draft.

Quality gate

  • The final asset clearly matches the requested transparent subject.
  • The main subject still reflects the original source image.
  • Text, hands, logos, edges, and product details are not visibly broken.
  • The result is usable in the target channel without another full regeneration.

Prompt starter

Create transparent subject for this task: Create a clean cutout or transparent subject image

Input available: source image

Example input: Object prompt or image: ceramic mug with handle

Use case: ecommerce layout, bundle graphic, or design asset

Background: transparent or isolated neutral

Must preserve: object silhouette, handle shape, material cues

Export need: transparent PNG-ready asset

Preferred tool path: SAM, LayerDiffuse, Recraft

Keep the result faithful to the input and optimize for the background and objects scene.

Evidence and maintenance

Source IDs
IMG-046, IMG-047, IMG-048
Priority
Useful
Library track
Expansion

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Skills Library