> ## Documentation Index
> Fetch the complete documentation index at: https://docs.platform.decart.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Prompting Guide

> How to write effective prompts for VTON 3.5 — principles, examples, and common mistakes for every try-on.

VTON 3.5 applies garments and accessories from a reference image onto a person. A strong prompt tells the model what item or outfit to apply, where it belongs, and which visible garment details matter.

Write the prompt like clear styling direction: name the item, describe what it looks like, and avoid asking for unrelated changes.

## At a glance

| ✅ Do                                                                                                                              | ❌ Don't                                                                          |
| --------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------- |
| `"Substitute the upper body garment with a grey sleeveless crew-neck t-shirt featuring a single chest pocket with a small logo."` | `"Make me fashionable."` — too vague                                             |
| `"Substitute the footwear with white low-top leather sneakers with a clean toe box and thin rubber sole."`                        | `"Change the background."` — unrelated change                                    |
| `"Add a black thick ribbed-knit beanie with a folded cuff and a small white brand label to the outfit."`                          | `"Add the [Brand name] logo."` — inventing a detail not visible in the reference |

## Core prompting principles

### 1. Use one clear action

Each prompt should focus on one try-on action.

Use **substitute** when an existing clothing region should be replaced:

* “**Substitute** the upper body garment with a cropped black leather jacket.”
* “**Substitute** the lower body garment with wide-leg white tailored trousers.”
* “**Substitute** the outfit with a red sleeveless midi dress.”

Use **add** when the item sits on top of the existing outfit and does not replace clothing:

* “**Add** a black ribbed-knit beanie to the outfit.”
* “**Add** a tan leather shoulder bag to the outfit.”
* “**Add** a gold pendant necklace to the outfit.”

Avoid mixing actions in one prompt, such as replacing a jacket and adding a bag at the same time.

### 2. Name the region being changed

Be specific about what part of the outfit should change.

| Region to change                                    | Start the prompt with                                     |
| --------------------------------------------------- | --------------------------------------------------------- |
| Tops, jackets, coats, hoodies, shirts, and sweaters | `"Substitute the upper body garment with <description>."` |
| Pants, skirts, shorts, and other bottoms            | `"Substitute the lower body garment with <description>."` |
| Dresses, jumpsuits, matching sets, or full looks    | `"Substitute the outfit with <description>."`             |
| Shoes                                               | `"Substitute the footwear with <description>."`           |
| Hats                                                | `"Substitute the hat with <description>."`                |
| Necklaces                                           | `"Substitute the necklace with <description>."`           |
| Accessories to add on top                           | `"Add <description> to the outfit."`                      |

### 3. Let the reference image lead

<Note>
  The reference image is the source of truth for the garment. Describe what it actually shows, explicitly — not a new imagined version of it.
</Note>

Good prompts describe the visible item directly:

* “Substitute the upper body garment with **a dark green hooded jacket**.”
* “Substitute the lower body garment with **white tailored trousers**.”
* “Add **a black ribbed beanie with a folded cuff** to the outfit.”

Avoid relying on vague phrases:

* “Use this.”
* “Make it stylish.”
* “Give me the same vibe.”

### 4. Describe visible garment details

VTON works best when the prompt includes concrete fashion details. Describe what can actually be seen.

Useful details include:

* Color
* Fabric or material
* Garment type
* Fit or silhouette
* Length
* Sleeves
* Neckline or collar
* Closures, such as zipper, buttons, snaps, or drawstrings
* Pockets
* Texture
* Pattern
* Visible logo, graphic, or brand text

Examples:

* “Substitute the upper body garment with **a dark green hooded jacket, zipped closed, with large front utility pockets and a small white logo on the left chest**.”
* “Substitute the lower body garment with **oversized burnt orange sherpa fleece trousers with a drawstring waistband**.”
* “Add **a black thick ribbed-knit beanie with a folded cuff and a small white brand label** to the outfit.”

<Warning>
  Do not invent logos, text, or details that are not visible in the reference image.
</Warning>

### 5. Say whether garments are open or closed

For garments with buttons, zippers, or front openings, include how they are worn.

This matters for:

* Jackets
* Coats
* Cardigans
* Blazers
* Vests
* Dress shirts
* Zip hoodies
* Button-up garments

Examples:

* “Substitute the upper body garment with a black blazer, **worn open on top of a white crew-neck t-shirt**.”
* “Substitute the upper body garment with a navy zip-up hoodie, **zipped closed**.”
* “Substitute the outfit with a **closed** two-button black blazer, a black ribbed turtleneck sweater, and white tailored trousers.”

If the garment is open over another visible layer, describe the base layer too.

## Strong prompt examples

* “Substitute the upper body garment with a grey sleeveless crew-neck t-shirt featuring a single chest pocket with a small logo.”
* “Substitute the outfit with a closed two-button black blazer, a black ribbed turtleneck sweater, and white tailored trousers.”
* “Substitute the lower body garment with oversized wide-leg burnt orange sherpa fleece trousers featuring a drawstring waistband.”
* “Substitute the footwear with white low-top leather sneakers with a clean toe box and thin rubber sole.”
* “Add a black thick ribbed-knit beanie with a folded cuff and a small white brand label to the outfit.”

## Common mistakes

**Being too vague:**

* “Make me fashionable.”
* “Use the reference.”
* “Try this look.”

**Requesting unrelated changes:**

* “Change my face.”
* “Make me taller.”
* “Change the background.”

**Inventing details:**

* “Add the \[Brand name] logo,” unless the logo is clearly visible.
* “Make it silk,” if the reference does not show silk.

<Tip>
  The best VTON prompts are short, visual, and specific: one action, one target region, and a faithful description of the visible garment.
</Tip>

## Writing prompts with an AI assistant

If you would rather not write the prompt yourself, a chat assistant such as ChatGPT, Claude, or Gemini can turn a garment photo into a ready-to-use prompt.

<Steps>
  <Step title="Upload the garment image">
    Open the assistant and upload the garment image (a screenshot from a store page works too).
  </Step>

  <Step title="Add a photo of the person (optional)">
    Also upload a photo of the person who will wear it — this helps the assistant name the region correctly (for example, "the upper body garment").
  </Step>

  <Step title="Paste an instruction and copy the result">
    Paste an instruction like the one below, then copy the result into VTON 3.5.

    ```text Prompt to paste wrap theme={null}
    Look at the attached garment image and write a single virtual try-on prompt. Start it with "Substitute the upper body garment with…" (or "Add … to the outfit" for accessories). Describe only what is visible: color, fabric, garment type, fit, length, sleeves, neckline, closures, pockets, texture, pattern, and any visible logo. Do not invent details that are not shown. Keep it to one sentence.
    ```
  </Step>
</Steps>

Always review the result before using it — check that every detail actually appears in the image, and delete anything the assistant guessed.

## Preparing a clean garment image

VTON 3.5 works best from a clean garment image: just the item, on a plain background, with no one wearing it. Photos from fashion websites usually show a model, a background, and props instead.

You can create a clean version with an image-generating assistant (for example, ChatGPT, Gemini, or another image tool):

<Steps>
  <Step title="Upload the original photo">
    Add the source photo to the assistant.
  </Step>

  <Step title="Ask the tool to isolate the garment">
    Ask the tool to isolate the garment on a plain background, for example:

    ```text Prompt to paste wrap theme={null}
    Extract just the [garment, e.g. green hooded jacket] from this photo and place it on a plain white background. Keep the garment's exact color, shape, and details. Remove the person, the background, and any props.
    ```
  </Step>

  <Step title="Use the cleaned image in VTON 3.5">
    Use the cleaned image as your reference, paired with a descriptive prompt.
  </Step>
</Steps>

Keep the garment's real color and details — do not let the tool restyle or "improve" the item, because VTON reproduces what the reference shows.
