product-photo-generation（product photo generation 图像）

Product Photo Generation

Generate professional product photography with the each::sense API. Create e-commerce ready images, lifestyle shots, and studio-quality product visuals for any item.

Overview

The each::sense API enables generation of high-quality product photography suitable for:

• E-commerce product shots - Clean, professional images for online stores
• Lifestyle context images - Products shown in real-world settings
• White background photography - Standard catalog and marketplace images
• Studio lighting setups - Professional lighting for premium product presentation
• Marketing visuals - Eye-catching images for ads and promotions

You can also provide your own product images via image_urls to place your actual products into professionally styled scenes.

Quick Start

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Generate a professional product photo of a minimalist ceramic coffee mug on a white background with soft studio lighting"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Product Photo Styles

Use Case Examples

White Background Product Shot

Standard e-commerce product photography with clean white background.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Professional product photo of a stainless steel water bottle on pure white background, centered composition, soft box lighting from above and sides, no shadows, e-commerce style, 4K quality"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Lifestyle Context Shot

Product shown in an aspirational real-world setting.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Lifestyle product photography of premium wireless headphones on a modern wooden desk, morning light through window, MacBook and coffee cup in soft focus background, warm and inviting atmosphere"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Flat Lay Composition

Top-down arrangement with complementary props.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Flat lay product photography of a leather wallet, arranged with sunglasses, car keys, and a fountain pen on marble surface, overhead shot, even lighting, editorial style composition"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Hero Shot with Dramatic Lighting

High-impact product image for marketing materials.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Hero shot of a luxury perfume bottle, dramatic side lighting creating elegant shadows, dark moody background with subtle gradient, glass reflections and caustics, premium advertising quality"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Detail/Macro Shot

Close-up focusing on product texture and craftsmanship.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Macro detail shot of handcrafted leather bag stitching, extreme close-up showing texture and quality of leather grain, shallow depth of field, warm directional lighting highlighting craftsmanship"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

In-Use/Action Shot

Product being actively used or demonstrated.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Action product shot of running shoes in motion, dynamic angle showing flexibility, slight motion blur on background, athletic track setting, energetic and sporty atmosphere"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Seasonal/Themed Shot

Product styled for specific season or holiday.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Holiday themed product photo of a scented candle surrounded by pine branches, dried oranges, and cinnamon sticks, warm cozy lighting, festive winter atmosphere, gift-ready presentation"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Size Comparison Shot

Product shown with reference objects for scale.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Product scale photo of a compact Bluetooth speaker next to a smartphone and coffee cup for size reference, clean white background, even lighting, showing portable dimensions clearly"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Packaging Shot

Product with its packaging for unboxing experience.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Product and packaging photo of premium skincare bottle emerging from elegant black box, tissue paper visible, unboxing moment, luxury presentation, soft lighting on neutral background"}],
    "model": "eachsense/beta",
    "stream": true,
    "mode": "max"
  }'

Using Your Own Product Images

Provide actual product photos via image_urls to place your products into professionally styled scenes.

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Place this product in a modern kitchen setting, morning light, marble countertop, lifestyle photography style"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/my-product.jpg"],
    "mode": "max"
  }'

Product with Custom Background

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Put this product on a pure white background with professional studio lighting, remove existing background, e-commerce ready"}],
    "model": "eachsense/beta",
    "stream": true,
    "image_urls": ["https://example.com/raw-product-photo.jpg"],
    "mode": "max"
  }'

Best Practices for Product Photography

Lighting Guidelines

• Soft box lighting - Even illumination for e-commerce shots
• Rim lighting - Creates separation from background
• Natural window light - Warm, authentic lifestyle feel
• Dramatic side lighting - Adds depth and premium look
• Diffused overhead - Minimizes harsh shadows

Composition Tips

• Center important products for e-commerce
• Use rule of thirds for lifestyle shots
• Leave negative space for text overlay
• Consider the platform aspect ratio requirements
• Include context elements that tell a story

Background Selection

• Pure white (#FFFFFF) for marketplace requirements
• Gradient backgrounds for premium products
• Contextual environments for lifestyle appeal
• Complementary colors that enhance product
• Textured surfaces for artisanal products

Prompt Tips

Effective prompts for product photography include:

Lighting descriptors:

• "soft box lighting", "natural window light", "dramatic side lighting"
• "rim light", "backlit", "diffused overhead lighting"
• "golden hour warmth", "cool studio lighting"

Angle specifications:

• "eye-level shot", "45-degree angle", "overhead flat lay"
• "low angle hero shot", "three-quarter view", "straight-on"

Background details:

• "pure white background", "gradient gray backdrop"
• "marble surface", "wooden table", "concrete texture"

Style references:

• "e-commerce style", "editorial quality", "magazine advertisement"
• "catalog photography", "Instagram aesthetic", "premium brand look"

Props and context:

• "minimalist props", "lifestyle elements", "seasonal decorations"
• "complementary accessories", "natural elements"

Mode Selection

Use max mode for final marketing assets and hero images. Use eco mode for rapid prototyping and generating multiple variations quickly.

Multi-Turn Sessions for Product Series

Use session_id to maintain consistency across a product line or catalog series.

Start a product series session

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Generate a product photo of a blue ceramic coffee mug on white background with soft natural lighting, minimalist style"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "product-catalog-2024",
    "mode": "max"
  }'

Continue with consistent style

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Now generate the matching red ceramic mug in the same style and lighting setup"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "product-catalog-2024",
    "mode": "max"
  }'

Add variations

curl -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
  -H "Content-Type: application/json" \
  -H "X-API-Key: $EACHLABS_API_KEY" \
  -H "Accept: text/event-stream" \
  -d '{
    "messages": [{"role": "user", "content": "Create a lifestyle version showing both mugs on a breakfast table with croissants"}],
    "model": "eachsense/beta",
    "stream": true,
    "session_id": "product-catalog-2024",
    "mode": "max"
  }'

Error Handling

Retry with exponential backoff

for i in 1 2 3; do
  response=$(curl -s -w "%{http_code}" -X POST "https://eachsense-agent.core.eachlabs.run/v1/chat/completions" \
    -H "Content-Type: application/json" \
    -H "X-API-Key: $EACHLABS_API_KEY" \
    -H "Accept: text/event-stream" \
    -d '{
      "messages": [{"role": "user", "content": "Professional product photo of wireless earbuds on white background"}],
      "model": "eachsense/beta",
    "stream": true,
      "mode": "max"
    }')

  http_code="${response: -3}"
  if [ "$http_code" -eq 200 ]; then
    echo "${response%???}"
    break
  fi
  sleep $((2**i))
done

Related Skills

• Image Generation - General purpose image creation
• Image Edit - Modify and enhance existing images
• Fashion AI - Fashion-specific product photography