# Real-World Use Cases

Practical applications of AI Content Generation Suite for different industries and purposes.

## Marketing & Advertising

### Social Media Content Creation

Generate engaging content for social media platforms.

**Pipeline:**
```yaml
name: "Social Media Content"
description: "Create platform-optimized content"

settings:
  parallel: true

steps:
  - name: "hero_image"
    type: "text_to_image"
    model: "flux_dev"
    params:
      prompt: "{{input}}, vibrant colors, eye-catching, social media optimized"

  - type: "parallel_group"
    steps:
      - name: "instagram_post"
        type: "image_to_image"
        model: "photon_flash"
        input_from: "hero_image"
        params:
          aspect_ratio: "1:1"
          prompt: "optimize for Instagram, add subtle vignette"

      - name: "story_video"
        type: "image_to_video"
        model: "hailuo"
        input_from: "hero_image"
        params:
          duration: 6
          prompt: "dynamic motion, attention-grabbing"
```

**Use Case:** Marketing agencies creating daily social media content at scale.

**Cost:** ~$0.35 per content set

---

### Product Photography

Generate professional product images without physical photoshoots.

**Pipeline:**
```yaml
name: "Product Showcase"
description: "Generate product images in various settings"

settings:
  parallel: true

steps:
  - type: "parallel_group"
    name: "product_shots"
    steps:
      - name: "white_background"
        type: "text_to_image"
        model: "imagen4"
        params:
          prompt: "{{input}}, product photography, white background, studio lighting"

      - name: "lifestyle"
        type: "text_to_image"
        model: "imagen4"
        params:
          prompt: "{{input}}, lifestyle photography, natural setting, warm lighting"

      - name: "close_up"
        type: "text_to_image"
        model: "imagen4"
        params:
          prompt: "{{input}}, macro close-up, detail shot, professional"
```

**Use Case:** E-commerce stores needing product images without expensive photoshoots.

**Cost:** ~$0.012 per product (3 images)

---

### Ad Campaign Variations

Create multiple ad variations for A/B testing.

```bash
# Generate 5 variations of an ad concept
ai-content-pipeline generate-image \
  --text "luxury watch advertisement, elegant, sophisticated" \
  --model flux_dev \
  --count 5
```

---

## Entertainment & Media

### Video Game Concept Art

Generate concept art for game development.

**Pipeline:**
```yaml
name: "Game Concept Art"
description: "Generate game assets and concept art"

settings:
  parallel: true

steps:
  - type: "parallel_group"
    name: "concepts"
    steps:
      - name: "character"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} character design, full body, game art style, detailed"

      - name: "environment"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} environment, game level design, atmospheric"

      - name: "props"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} game props and items, inventory style, detailed"
```

**Use Case:** Game studios creating concept art during pre-production.

**Cost:** ~$0.009 per concept set

---

### Music Video Visualization

Create visual content for music.

**Pipeline:**
```yaml
name: "Music Visualization"
description: "Create visual content for music tracks"

steps:
  - name: "scene"
    type: "text_to_image"
    model: "flux_dev"
    params:
      prompt: "{{input}}, music video aesthetic, cinematic, vibrant"
      aspect_ratio: "16:9"

  - name: "visualization"
    type: "image_to_video"
    model: "kling_2_6_pro"
    input_from: "scene"
    params:
      duration: 8
      prompt: "rhythmic motion, pulsating, musical flow"
```

**Use Case:** Musicians and producers creating visual content.

**Cost:** ~$0.50 per visual clip

---

### Film Pre-visualization

Create storyboards and previsualization for film.

```yaml
name: "Film Previs"
description: "Generate storyboard frames"

steps:
  - type: "parallel_group"
    name: "storyboard"
    steps:
      - name: "frame_1"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} - wide establishing shot, cinematic"
          aspect_ratio: "2.39:1"

      - name: "frame_2"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} - medium shot, character focus"
          aspect_ratio: "2.39:1"

      - name: "frame_3"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}} - close up, emotional"
          aspect_ratio: "2.39:1"
```

---

## Education & Training

### Educational Content

Generate visual aids for learning materials.

**Pipeline:**
```yaml
name: "Educational Visual"
description: "Create educational illustrations"

steps:
  - name: "illustration"
    type: "text_to_image"
    model: "flux_dev"
    params:
      prompt: "{{input}}, educational illustration, clear, informative, textbook style"

  - name: "animated_explanation"
    type: "image_to_video"
    model: "hailuo"
    input_from: "illustration"
    params:
      duration: 6
      prompt: "gentle animation highlighting key elements"

  - name: "narration"
    type: "text_to_speech"
    model: "elevenlabs"
    params:
      text: "{{input}}"
      voice: "Rachel"
```

**Use Case:** Teachers and course creators making visual learning materials.

**Cost:** ~$0.40 per educational segment

---

### Training Simulations

Create visual scenarios for training.

```bash
# Generate training scenario images
ai-content-pipeline generate-image \
  --text "workplace safety scenario, construction site, proper PPE usage" \
  --model imagen4
```

---

## E-Commerce

### Product Listing Automation

Automate product image generation.

**Python Integration:**
```python
from packages.core.ai_content_pipeline.pipeline.manager import AIPipelineManager

manager = AIPipelineManager()

products = [
    {"name": "Blue Running Shoes", "category": "footwear"},
    {"name": "Wireless Headphones", "category": "electronics"},
    {"name": "Leather Wallet", "category": "accessories"},
]

for product in products:
    result = manager.generate_image(
        prompt=f"{product['name']}, product photography, white background, e-commerce",
        model="imagen4",
        output_path=f"products/{product['name'].lower().replace(' ', '_')}.png"
    )
    print(f"Generated: {result.output_path}")
```

**Use Case:** E-commerce platforms with large product catalogs.

---

### Virtual Try-On Previews

Generate product visualization previews.

```yaml
name: "Product Preview"
steps:
  - name: "product_in_use"
    type: "text_to_image"
    model: "flux_dev"
    params:
      prompt: "{{input}}, in use, lifestyle photography, realistic"
```

---

## Real Estate

### Property Visualization

Generate property staging and visualization.

**Pipeline:**
```yaml
name: "Property Staging"
description: "Virtual staging for real estate"

settings:
  parallel: true

steps:
  - type: "parallel_group"
    name: "room_styles"
    steps:
      - name: "modern"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, modern interior design, minimalist furniture, natural light"

      - name: "traditional"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, traditional interior design, classic furniture, warm tones"

      - name: "contemporary"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, contemporary interior design, trendy, stylish"
```

**Use Case:** Real estate agents creating virtual staging.

**Cost:** ~$0.009 per property (3 styles)

---

### Virtual Tours

Create animated property walkthroughs.

```yaml
name: "Virtual Tour"
steps:
  - name: "room_image"
    type: "text_to_image"
    model: "flux_dev"
    params:
      prompt: "{{input}}, real estate photography, wide angle, well-lit"
      aspect_ratio: "16:9"

  - name: "walkthrough"
    type: "image_to_video"
    model: "kling_2_6_pro"
    input_from: "room_image"
    params:
      duration: 8
      prompt: "smooth camera pan through the room, virtual tour style"
```

---

## Healthcare

### Medical Illustration

Generate medical educational content (non-diagnostic).

```bash
ai-content-pipeline generate-image \
  --text "anatomical illustration of human heart, educational, medical textbook style" \
  --model flux_dev
```

**Note:** For educational purposes only, not for medical diagnosis.

---

## Architecture & Design

### Architectural Visualization

Generate architectural concepts and renderings.

**Pipeline:**
```yaml
name: "Architectural Concept"
description: "Generate architectural visualizations"

settings:
  parallel: true

steps:
  - type: "parallel_group"
    name: "views"
    steps:
      - name: "exterior"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, architectural rendering, exterior view, photorealistic"

      - name: "interior"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, interior design rendering, natural lighting"

      - name: "aerial"
        type: "text_to_image"
        model: "flux_dev"
        params:
          prompt: "{{input}}, aerial view, architectural site plan, bird's eye"
```

**Use Case:** Architects presenting concepts to clients.

---

## Content Personalization

### Personalized Marketing

Generate personalized content at scale.

**Python Integration:**
```python
from packages.core.ai_content_pipeline.pipeline.manager import AIPipelineManager

manager = AIPipelineManager()

# Personalize for different audiences
audiences = [
    {"segment": "young_professionals", "style": "modern, urban, dynamic"},
    {"segment": "families", "style": "warm, friendly, welcoming"},
    {"segment": "seniors", "style": "elegant, classic, comfortable"},
]

base_product = "premium coffee maker"

for audience in audiences:
    result = manager.generate_image(
        prompt=f"{base_product}, {audience['style']}, advertisement",
        model="flux_dev",
        output_path=f"ads/{audience['segment']}.png"
    )
```

---

## Automation & Integration

### Webhook Integration

Trigger content generation from external events.

```python
from flask import Flask, request
from packages.core.ai_content_pipeline.pipeline.manager import AIPipelineManager

app = Flask(__name__)
manager = AIPipelineManager()

@app.route('/generate', methods=['POST'])
def generate_content():
    data = request.json
    result = manager.generate_image(
        prompt=data['prompt'],
        model=data.get('model', 'flux_dev')
    )
    return {'success': True, 'path': result.output_path}
```

### Scheduled Content Generation

Generate content on a schedule.

```python
import schedule
from packages.core.ai_content_pipeline.pipeline.manager import AIPipelineManager

manager = AIPipelineManager()

def daily_content():
    topics = ["sunrise", "productivity", "inspiration"]
    for topic in topics:
        manager.generate_image(
            prompt=f"{topic} of the day, motivational, beautiful",
            model="flux_schnell"
        )

# Run daily at 6 AM
schedule.every().day.at("06:00").do(daily_content)
```

---

## Cost Summary by Use Case

| Use Case | Typical Cost | Volume |
|----------|--------------|--------|
| Social Media Post | $0.35 | Per post |
| Product Image Set | $0.012 | 3 images |
| Educational Video | $0.40 | Per segment |
| Property Staging | $0.009 | 3 styles |
| Architectural Render | $0.009 | 3 views |
| Marketing A/B Test | $0.015 | 5 variations |

---

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