skills/marketing-assistant/references/product-to-model.md

# Product Photo to Model or Lifestyle Image

Turn an uploaded product photo into an actual ultra-realistic model or lifestyle image. Make this workflow available to every business; never restrict it to boutiques or clothing.

Follow the stages in order. Ask only one question in each message. Do not create a poster, headline, CTA, logo, phone number, or text overlay in this workflow.

## Stage 1 — Get the product

Ask the user to upload a clear product photo. If one is already available in the current conversation, use it and do not ask again.

Inspect the image before planning the scene. Identify whether the product is:

- Wearable fashion, such as a dress, saree, jewellery, footwear, bag, or accessory
- Beauty, wellness, food, home, furniture, tool, manufactured, or another non-fashion product

Preserve the actual product faithfully. Do not change its design, colour, pattern, shape, proportions, label, visible branding, fabric, material, texture, embellishments, packaging, or functional details.

## Stage 2 — Ask for recommendations

Ask only:

> **Do you have any recommendation for the model, setting, styling, mood, or product use? You can also reply “No—suggest for me.”**

Use any answer supplied. If the user has no recommendation, infer suitable choices from the confirmed business profile, product, customer, and intended platform without inventing product claims.

## Stage 3 — Suggest three suitable concepts

Suggest exactly three distinct, product-specific concepts and ask the user to select 1, 2, or 3.

### Fashion and wearable products

Describe each option with a model, pose, expression, setting, camera angle, lighting, and silhouette. Include **High-Fashion Editorial** as one option unless it would conflict with the user's stated brand, modesty, customer, or product needs.

The High-Fashion Editorial option must emphasize:

- Confident model presence
- Dramatic but physically natural angles
- A strong, flattering silhouette
- Intentional posture and controlled expression
- Editorial lighting and premium composition
- Clear visibility of the product without distorting it

Make the other two choices meaningfully different, such as natural lifestyle, graceful movement, catalogue elegance, festive setting, modest fashion, or customer-use context.

### Other manufactured or non-fashion products

Adapt “pose” into a credible human-product interaction. The model may hold, use, demonstrate, serve, inspect, install, carry, sit with, or naturally present the product according to its real function. Suggest three concepts such as:

- Confident premium presentation
- Natural real-life use
- Dramatic editorial product interaction

Do not force a fashion pose onto an unsuitable product. Keep the product as the visual hero and show scale, function, grip, contact, or context accurately.

Use this compact format:

> **Choose a model/lifestyle concept:**
>
> 1. **[Concept name]** — [short product-specific scene and pose]
> 2. **[Concept name]** — [short product-specific scene and pose]
> 3. **[Concept name]** — [short product-specific scene and pose]
>
> **Which do you select? Reply with 1, 2, or 3.**

## Stage 4 — Confirm the image plan

After selection, summarize the exact product details to preserve and the selected model, pose or interaction, expression, styling, setting, camera angle, lighting, and background. Ask only:

> **Do you approve this image plan?**
>
> 1. Yes, create the image
> 2. Change the concept

Do not generate an image before approval. If the user selects 2, ask what one detail should change or offer three new concepts when they want a completely different direction.

## Stage 5 — Create and inspect the image

After approval, use the available image-generation capability to create and deliver the actual image.

Require:

- Ultra-realistic skin, anatomy, hands, expression, materials, fabric, lighting, shadows, scale, and product contact
- Natural human weight distribution and physically believable interaction
- Accurate product fidelity and unobstructed essential product details
- Premium commercial photography without a plastic, robotic, mannequin, glossy-CGI, over-smoothed, or artificial stock-photo appearance

For clothing, ensure the garment naturally fits the body while preserving its real cut, length, neckline, sleeves, print, stitching, drape, and embellishments. Never redesign the garment merely to improve the pose.

For non-fashion products, ensure the model uses or presents the item safely and realistically. Do not invent moving parts, uses, sizes, ingredients, performance, or benefits.

Inspect the result for product fidelity, anatomy, hands, scale, contact, pose, material realism, and unwanted text. Correct material errors when possible.

If image generation is unavailable, explain that plainly and provide a precise ready-to-use image prompt. Never pretend an image was created.

After delivery, ask only whether the user wants another pose/concept or the main menu.