# AI Image Studio: Comprehensive Feature Plan for ALwrity

## Executive Summary

The **AI Image Studio** is ALwrity's centralized hub for all image-related operations, designed specifically for content creators and digital marketing professionals. This unified platform combines existing capabilities (Stability AI, HuggingFace, Gemini) with new WaveSpeed AI features to provide a complete image creation, editing, and optimization workflow.

---

## Vision Statement

Transform the blank Image Generator dashboard into a professional-grade **AI Image Studio** that enables digital marketers and content creators to:
- **Create** stunning visuals from text prompts
- **Edit** images with AI-powered tools
- **Upscale** and enhance image quality
- **Transform** images into videos and avatars
- **Optimize** content for social media platforms
- **Export** in multiple formats for different channels

---

## Current Capabilities Inventory

### 1. **Stability AI Suite** (25+ Operations)

#### Generation Capabilities
- **Ultra Quality Generation**: Highest quality images (8 credits)
- **Core Generation**: Fast and affordable (3 credits)
- **SD3.5 Models**: Advanced Stable Diffusion 3.5 suite
- **Style Presets**: 40+ built-in styles (photographic, digital-art, 3d-model, etc.)
- **Aspect Ratios**: 16:9, 21:9, 1:1, 9:16, 4:5, 2:3, and more

#### Editing Capabilities
- **Erase**: Remove unwanted objects from images
- **Inpaint**: Fill or replace specific areas with AI
- **Outpaint**: Expand images beyond original boundaries
- **Search and Replace**: Replace objects using text prompts
- **Search and Recolor**: Change colors using text prompts
- **Remove Background**: Extract subjects with transparent backgrounds
- **Replace Background and Relight**: Change backgrounds with proper lighting

#### Upscaling Capabilities
- **Fast Upscale**: 4x upscaling in ~1 second (2 credits)
- **Conservative Upscale**: 4K upscaling preserving original style (6 credits)
- **Creative Upscale**: 4K upscaling with creative enhancements (4 credits)

#### Control Capabilities
- **Sketch to Image**: Convert sketches to photorealistic images
- **Structure Control**: Guide generation with structural references
- **Style Control**: Apply style from reference images
- **Style Transfer**: Transfer artistic styles between images

#### Advanced Features
- **3D Generation**: Convert images to 3D models (GLB/OBJ formats)
  - Stable Fast 3D: Quick 3D model generation
  - Stable Point Aware 3D: Advanced 3D with precise control

### 2. **HuggingFace Integration**

- **Models**: black-forest-labs/FLUX.1-Krea-dev, RunwayML models
- **Image-to-Image Editing**: Conversational image editing
- **Flexible Parameters**: Custom guidance scale, steps, seeds

### 3. **Gemini Integration**

- **Imagen Models**: Advanced Google image generation
- **Conversational Editing**: Natural language image manipulation
- **LinkedIn Optimization**: Platform-specific image enhancements

### 4. **Existing Image Editing Service**

- **Prompt-Based Editing**: Natural language editing instructions
- **Pre-flight Validation**: Subscription-based access control
- **Multi-Provider Support**: Seamless switching between providers

---

## New WaveSpeed AI Capabilities

### 1. **Ideogram V3 Turbo - Premium Image Generation**

**Capabilities:**
- Photorealistic image generation
- Creative and styled image creation
- Advanced prompt understanding
- Consistent style maintenance
- Superior text rendering in images

**Marketing Use Cases:**
- **Social Media Visuals**: Brand-consistent images for Instagram, Facebook, Twitter
- **Blog Featured Images**: Custom high-quality article headers
- **Ad Creative**: Diverse ad visuals for A/B testing campaigns
- **Email Marketing**: Eye-catching email banner images
- **Website Graphics**: Hero images, banners, section backgrounds
- **Product Mockups**: Photorealistic product visualization
- **Brand Assets**: Consistent visual identity across materials

**Integration Priority**: HIGH (Phase 1)

---

### 2. **Qwen Image - Fast Text-to-Image**

**Capabilities:**
- High-quality text-to-image generation
- Diverse style options
- Fast generation times (2-3 seconds)
- Cost-effective alternative

**Marketing Use Cases:**
- **Rapid Visual Creation**: Quick images for time-sensitive campaigns
- **High-Volume Production**: Generate multiple variations quickly
- **Content Library Building**: Bulk image generation for content calendars
- **Draft Iterations**: Fast prototyping before final generation
- **Social Media Scheduling**: Pre-generate images for scheduled posts

**Integration Priority**: MEDIUM (Phase 2)

---

### 3. **Image-to-Video (Alibaba WAN 2.5)**

**Capabilities:**
- Convert static images to dynamic videos
- Add synchronized audio/voiceover
- 480p/720p/1080p resolution options
- Up to 10 seconds duration
- 6 aspect ratio options
- Custom audio upload support (wav/mp3, 3-30 seconds, ≤15MB)

**Marketing Use Cases:**
- **Product Showcase**: Animate product images for e-commerce
- **Social Media Content**: Repurpose images into engaging video posts
- **Email Marketing**: Create animated visuals for email campaigns
- **Website Hero Videos**: Dynamic background videos from static images
- **Before/After Animations**: Transformation videos
- **Portfolio Enhancement**: Bring static work to life
- **Ad Creative**: Video ads from existing image assets
- **Instagram Reels**: Convert images to short video content
- **LinkedIn Video Posts**: Professional video content from photos

**Pricing:**
- 480p: $0.05/second (10s = $0.50)
- 720p: $0.10/second (10s = $1.00)
- 1080p: $0.15/second (10s = $1.50)

**Integration Priority**: HIGH (Phase 1)

---

### 4. **Avatar Creation (Hunyuan Avatar)**

**Capabilities:**
- Create talking/singing avatars from single image + audio
- 480p/720p resolution
- Up to 120 seconds (2 minutes) duration
- Character consistency preservation
- Emotion-controllable animations
- High-fidelity lip-sync
- Multi-language support

**Marketing Use Cases:**
- **Personal Branding**: Create video messages from founder/CEO photo
- **Customer Service Videos**: Generate FAQ videos with brand spokesperson
- **Product Explainers**: Use product images or mascots as talking avatars
- **Email Personalization**: Personalized video messages for campaigns
- **Social Media**: Consistent brand spokesperson across platforms
- **Training Content**: Educational videos with instructor avatar
- **Multilingual Content**: Same avatar speaking multiple languages
- **Testimonial Videos**: Bring customer photos to life

**Pricing:**
- 480p: $0.15/5 seconds (2 min = $3.60)
- 720p: $0.30/5 seconds (2 min = $7.20)

**Integration Priority**: HIGH (Phase 2)

---

## AI Image Studio: Feature Architecture

### Core Modules

#### **Module 1: Create Studio**

**Purpose**: Generate images from text prompts

**Features:**
- **Multi-Provider Selection**: Stability (Ultra/Core/SD3), Ideogram V3, Qwen, HuggingFace, Gemini
- **Smart Provider Recommendation**: AI suggests best provider based on requirements
- **Preset Templates**: Quick-start templates for common use cases
  - Social Media Posts (Instagram, Facebook, Twitter, LinkedIn)
  - Blog Headers
  - Ad Creative
  - Product Photography
  - Brand Assets
  - Email Banners
- **Advanced Controls**:
  - Aspect ratio selector (1:1, 16:9, 9:16, 4:5, 21:9, etc.)
  - Style presets (40+ options)
  - Quality settings (draft/standard/premium)
  - Negative prompts
  - Seed control for reproducibility
  - Batch generation (1-10 variations)
- **Prompt Enhancement**: AI-powered prompt optimization
- **Real-time Preview**: Cost estimation and generation time
- **Brand Consistency**: Use persona system for brand-aligned generation

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  CREATE STUDIO                                          │
├─────────────────────────────────────────────────────────┤
│  Template: [Social Media Post ▼]                       │
│  Platform: [Instagram ▼]  Size: [1080x1080 (1:1)]     │
│                                                         │
│  ┌─────────────────────────────────────────────────┐  │
│  │ Describe your image...                          │  │
│  │                                                 │  │
│  └─────────────────────────────────────────────────┘  │
│                                                         │
│  Style: [Photographic ▼]  Quality: [Premium ▼]        │
│  Provider: [Auto-Select ▼] (Recommended: Ideogram)    │
│                                                         │
│  [Advanced Options ▼]                                  │
│                                                         │
│  Cost: ~$0.10  |  Time: ~3s  |  [Generate Images]     │
└─────────────────────────────────────────────────────────┘
```

---

#### **Module 2: Edit Studio**

**Purpose**: Enhance and modify existing images

**Features:**
- **Smart Erase**: Remove unwanted objects/people/text
- **AI Inpainting**: Fill selected areas with AI-generated content
- **Outpainting**: Extend image boundaries intelligently
- **Object Replacement**: Search and replace objects with prompts
- **Color Transformation**: Search and recolor specific elements
- **Background Operations**:
  - Remove background (transparent PNG)
  - Replace background with AI-generated scenes
  - Smart relighting for realistic integration
- **Conversational Editing**: Natural language editing commands
  - "Make the sky more dramatic"
  - "Add autumn colors to the trees"
  - "Replace the person's shirt with a blue jacket"
- **Batch Editing**: Apply edits to multiple images
- **Non-Destructive Workflow**: Layer-based editing with undo history

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  EDIT STUDIO                                            │
├─────────────────────────────────────────────────────────┤
│  ┌────────────┬───────────────────────────────────────┐ │
│  │  Tools     │  [Image Canvas]                       │ │
│  │            │                                       │ │
│  │ ○ Erase    │  [Original Image Display]            │ │
│  │ ○ Inpaint  │                                       │ │
│  │ ○ Outpaint │  Selection: None                     │ │
│  │ ○ Replace  │                                       │ │
│  │ ○ Recolor  │                                       │ │
│  │ ○ Remove BG│                                       │ │
│  │            │                                       │ │
│  │ [History]  │  [Preview] [Apply] [Reset]           │ │
│  └────────────┴───────────────────────────────────────┘ │
│                                                         │
│  Edit Instructions: "Remove the watermark in corner"   │
│  [Apply Edit]                                           │
└─────────────────────────────────────────────────────────┘
```

---

#### **Module 3: Upscale Studio (LIVE)**

**Purpose**: Enhance image resolution and quality

**Features:**
- **Fast Upscale (4x)**: Quick enhancement, 1-second processing
- **Conservative Upscale (4K)**: Preserve original style, minimal AI interpretation
- **Creative Upscale (4K)**: Add creative enhancements while upscaling
- **Smart Mode Selection**: AI recommends best upscale method
- **Comparison View**: Side-by-side before/after preview with synchronized zoom controls *(shipped Q4 2025)*
- **Batch Upscaling**: Process multiple images simultaneously
- **Quality Presets**:
  - Web Optimized (balanced quality/size)
  - Print Ready (maximum quality)
  - Social Media (platform-optimized)

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  UPSCALE STUDIO                                         │
├─────────────────────────────────────────────────────────┤
│  Upload Image: [Browse...] or [Drag & Drop]            │
│                                                         │
│  Current: 512x512 → Target: 2048x2048 (4x)            │
│                                                         │
│  Method: ⦿ Fast (1s, 2 credits)                        │
│          ○ Conservative (6s, 6 credits)                │
│          ○ Creative (5s, 4 credits)                    │
│          ○ Auto-Select (AI chooses best)               │
│                                                         │
│  Quality Preset: [Web Optimized ▼]                     │
│                                                         │
│  [Preview] [Upscale Now]                               │
│                                                         │
│  ┌─────────────┬─────────────┐                         │
│  │  Original   │  Upscaled   │                         │
│  │  512x512    │  2048x2048  │                         │
│  └─────────────┴─────────────┘                         │
└─────────────────────────────────────────────────────────┘
```

---

#### **Premium UI & Cost Transparency (STATUS: LIVE)**

- **Glassy Layout System**: Create, Edit, and Upscale Studio now share a common gradient backdrop, motion presets, and reusable card components, eliminating one-off styling and accelerating future module builds.
- **Shared UI Toolkit**: New building blocks (GlassyCard, SectionHeader, StatusChip, Async Status Banner, zoomable preview frames) ensure every module launches with the same enterprise polish.
- **Consistent CTAs & Pre-flight Checks**: All live modules use the same “Generate / Apply / Upscale” buttons with inline cost estimates and subscription-aware pre-flight checks—matching the Story Writer “Animate Scene” experience for user familiarity.

---

#### **Module 4: Transform Studio**

**Purpose**: Convert images to other media formats

**Features:**

##### **4.1 Image-to-Video**
- Convert static images to dynamic videos
- Add synchronized voiceover/audio
- Multiple resolution options (480p/720p/1080p)
- Duration control (up to 10 seconds)
- Aspect ratio optimization for platforms
- Audio upload or text-to-speech
- Motion control (subtle/medium/dynamic)
- Preview before generation

##### **4.2 Make Avatar**
- Transform portrait images into talking avatars
- Audio-driven lip-sync animation
- Duration: 5 seconds to 2 minutes
- Emotion control (neutral/happy/professional/excited)
- Multi-language voice support
- Custom voice cloning integration
- Character consistency preservation

##### **4.3 Image-to-3D**
- Convert 2D images to 3D models (GLB/OBJ)
- Texture resolution control
- Foreground ratio adjustment
- Mesh optimization options
- Export for web, AR, or 3D printing

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  TRANSFORM STUDIO                                       │
├─────────────────────────────────────────────────────────┤
│  Transform Type: ⦿ Image-to-Video                      │
│                  ○ Make Avatar                          │
│                  ○ Image-to-3D                          │
│                                                         │
│  ┌─────────────────────────────────────────────────┐  │
│  │  [Image Preview]                                │  │
│  │  1024x1024                                      │  │
│  └─────────────────────────────────────────────────┘  │
│                                                         │
│  VIDEO SETTINGS:                                        │
│  Resolution: [720p ▼]  Duration: [5s ▼]               │
│  Platform: [Instagram Reel ▼]                          │
│  Motion: ○ Subtle  ⦿ Medium  ○ Dynamic                │
│                                                         │
│  AUDIO (Optional):                                      │
│  ⦿ Upload Audio  ○ Text-to-Speech  ○ Silent           │
│  [Upload MP3/WAV...]                                    │
│                                                         │
│  Cost: $0.50  |  Time: ~15s  |  [Create Video]        │
└─────────────────────────────────────────────────────────┘
```

---

#### **Module 5: Social Media Optimizer**

**Purpose**: Platform-specific image optimization

**Features:**

##### **Platform Presets:**
- **Instagram**:
  - Feed Posts (1:1, 4:5)
  - Stories (9:16)
  - Reels (9:16)
  - IGTV Cover (1:1, 9:16)
  - Profile Picture (1:1)
  
- **Facebook**:
  - Feed Posts (1.91:1, 1:1, 4:5)
  - Stories (9:16)
  - Cover Photo (16:9)
  - Profile Picture (1:1)
  
- **Twitter/X**:
  - Tweet Images (16:9, 2:1)
  - Header Image (3:1)
  - Profile Picture (1:1)
  
- **LinkedIn**:
  - Feed Posts (1.91:1, 1:1)
  - Articles (2:1)
  - Company Cover (4:1)
  - Profile Picture (1:1)
  
- **YouTube**:
  - Thumbnails (16:9)
  - Channel Art (16:9)
  - Community Posts (1:1, 16:9)
  
- **Pinterest**:
  - Pins (2:3, 1:1)
  - Story Pins (9:16)
  
- **TikTok**:
  - Videos (9:16)
  - Profile Picture (1:1)

##### **Optimization Features:**
- **Smart Resize**: Intelligent cropping with focal point detection
- **Text Overlay Safe Zones**: Platform-specific text placement guides
- **Color Profile Optimization**: Adjust for platform rendering
- **File Size Optimization**: Meet platform requirements without quality loss
- **Batch Platform Export**: Generate all sizes from one image
- **A/B Testing Variants**: Create multiple versions for testing
- **Engagement Prediction**: AI scores likely engagement

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  SOCIAL MEDIA OPTIMIZER                                 │
├─────────────────────────────────────────────────────────┤
│  Source Image: [image_1024x1024.png]                   │
│                                                         │
│  Select Platforms:                                      │
│  ☑ Instagram (Feed, Stories, Reels)                    │
│  ☑ Facebook (Feed, Stories)                            │
│  ☑ Twitter (Tweet, Header)                             │
│  ☑ LinkedIn (Post)                                      │
│  ☐ YouTube (Thumbnail)                                  │
│  ☐ Pinterest (Pin)                                      │
│  ☐ TikTok                                               │
│                                                         │
│  Optimization Level: ⦿ Balanced  ○ Quality  ○ Speed    │
│                                                         │
│  [Generate All Sizes]                                   │
│                                                         │
│  PREVIEW:                                               │
│  ┌─────┬─────┬─────┬─────┐                            │
│  │ IG  │ FB  │ TW  │ LI  │                            │
│  │1:1  │4:5  │16:9 │1:1  │                            │
│  └─────┴─────┴─────┴─────┘                            │
│                                                         │
│  [Download All] [Upload to Platforms]                  │
└─────────────────────────────────────────────────────────┘
```

---

#### **Module 6: Control Studio**

**Purpose**: Advanced creative control over generation

**Features:**
- **Sketch to Image**: Convert rough sketches to photorealistic images
- **Structure Control**: Use reference images for composition
- **Style Transfer**: Apply artistic styles from reference images
- **Style Control**: Generate images matching reference style
- **Control Strength Adjustment**: Fine-tune influence of control inputs
- **Multi-Control**: Combine multiple control methods
- **Reference Library**: Save and reuse control images

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  CONTROL STUDIO                                         │
├─────────────────────────────────────────────────────────┤
│  Control Type: ⦿ Sketch  ○ Structure  ○ Style          │
│                                                         │
│  ┌─────────────────┬─────────────────┐                 │
│  │  Control Input  │  Generated      │                 │
│  │  [Sketch/Ref]   │  [Result]       │                 │
│  │                 │                 │                 │
│  │  [Upload...]    │  [Preview]      │                 │
│  └─────────────────┴─────────────────┘                 │
│                                                         │
│  Prompt: "A medieval castle on a hill at sunset"       │
│                                                         │
│  Control Strength: ●━━━━━━○━━━ 70%                    │
│                    Less ←────→ More                     │
│                                                         │
│  [Generate]                                             │
└─────────────────────────────────────────────────────────┘
```

---

#### **Module 7: Batch Processor**

**Purpose**: Process multiple images efficiently

**Features:**
- **Bulk Generation**: Generate multiple images from prompt list
- **Batch Editing**: Apply same edit to multiple images
- **Batch Upscaling**: Upscale entire folders
- **Batch Optimization**: Convert to multiple formats/sizes
- **Batch Transform**: Convert multiple images to videos
- **Queue Management**: Monitor progress of batch jobs
- **Scheduled Processing**: Process during off-peak hours
- **Cost Estimation**: Pre-calculate total cost for batch
- **Parallel Processing**: Multiple simultaneous generations
- **Progress Tracking**: Real-time status updates

---

#### **Module 8: Asset Library**

**Purpose**: Organize and manage generated images

**Features:**
- **Smart Organization**:
  - Auto-tagging with AI
  - Custom folders and collections
  - Project-based organization
  - Date/type/platform filters
  
- **Search & Discovery**:
  - Visual similarity search
  - Text search in prompts/tags
  - Filter by dimensions/format
  - Filter by platform/use case
  
- **Asset Management**:
  - Favorites and ratings
  - Usage tracking
  - Version history
  - Metadata editing
  
- **Collaboration**:
  - Share collections
  - Download links
  - Embed codes
  - Export history
  
- **Analytics**:
  - Most used images
  - Platform performance
  - Cost tracking
  - Generation statistics

**User Interface:**
```
┌─────────────────────────────────────────────────────────┐
│  ASSET LIBRARY                                          │
├───────────┬─────────────────────────────────────────────┤
│ FILTERS   │  [Grid View] [List View] [Search...]       │
│           │                                             │
│ All       │  ┌────┬────┬────┬────┐                     │
│ Favorites │  │    │    │    │    │                     │
│ Recent    │  │ 1  │ 2  │ 3  │ 4  │                     │
│           │  │    │    │    │    │                     │
│ BY TYPE   │  └────┴────┴────┴────┘                     │
│ Generated │  ┌────┬────┬────┬────┐                     │
│ Edited    │  │    │    │    │    │                     │
│ Upscaled  │  │ 5  │ 6  │ 7  │ 8  │                     │
│ Videos    │  │    │    │    │    │                     │
│           │  └────┴────┴────┴────┘                     │
│ PLATFORM  │                                             │
│ Instagram │  Showing 8 of 247 images                   │
│ Facebook  │  [Load More]                               │
│ LinkedIn  │                                             │
│ Twitter   │                                             │
└───────────┴─────────────────────────────────────────────┘
```

---

## Unified Workflow: End-to-End Image Creation

### Workflow 1: Social Media Post Creation

```
1. START → Create Studio
   ↓
2. Select Template: "Instagram Feed Post"
   ↓
3. Enter Prompt: "Modern coffee shop interior, cozy atmosphere"
   ↓
4. AI Selects: Ideogram V3 (best for photorealism)
   ↓
5. Generate → Review → Edit (if needed)
   ↓
6. Social Media Optimizer → Export for Instagram (1:1, 4:5)
   ↓
7. Save to Asset Library → Schedule Post
```

### Workflow 2: Product Marketing Campaign

```
1. Upload Product Photo
   ↓
2. Edit Studio → Remove Background
   ↓
3. Edit Studio → Replace Background (professional studio)
   ↓
4. Transform Studio → Make Avatar (product demo video)
   ↓
5. Social Media Optimizer → Export all platforms
   ↓
6. Batch Processor → Generate 10 variations
   ↓
7. Asset Library → Organize by campaign
```

### Workflow 3: Blog Content Enhancement

```
1. Create Studio → "Blog header about AI technology"
   ↓
2. Generate → Get 4 variations
   ↓
3. Select Best → Edit Studio → Add text overlay
   ↓
4. Upscale Studio → 4K for blog (Creative mode)
   ↓
5. Transform Studio → Image-to-Video (10s teaser)
   ↓
6. Social Media Optimizer → Export for sharing
   ↓
7. Asset Library → Link to blog post
```

---

## Technical Architecture

### Backend Structure

```
backend/
├── services/
│   ├── image_studio/
│   │   ├── __init__.py
│   │   ├── studio_manager.py          # Main orchestration
│   │   ├── create_service.py          # Image generation
│   │   ├── edit_service.py            # Image editing
│   │   ├── upscale_service.py         # Upscaling
│   │   ├── transform_service.py       # Image-to-video/avatar
│   │   ├── social_optimizer.py        # Platform optimization
│   │   ├── control_service.py         # Advanced controls
│   │   ├── batch_processor.py         # Batch operations
│   │   └── asset_library.py           # Asset management
│   │
│   ├── llm_providers/
│   │   ├── stability_provider.py      # Existing Stability AI
│   │   ├── wavespeed_image_provider.py # NEW: Ideogram, Qwen
│   │   ├── wavespeed_transform.py     # NEW: Image-to-video, Avatar
│   │   ├── hf_provider.py             # Existing HuggingFace
│   │   └── gemini_provider.py         # Existing Gemini
│   │
│   └── subscription/
│       └── image_studio_validator.py  # Cost & limit validation
│
├── routers/
│   └── image_studio.py                # API endpoints
│
└── models/
    └── image_studio_models.py         # Pydantic models
```

### Frontend Structure

```
frontend/src/
├── components/
│   └── ImageStudio/
│       ├── ImageStudioLayout.tsx      # Main layout
│       ├── CreateStudio.tsx           # Generation module
│       ├── EditStudio.tsx             # Editing module
│       ├── UpscaleStudio.tsx          # Upscaling module
│       ├── TransformStudio/
│       │   ├── ImageToVideo.tsx
│       │   ├── MakeAvatar.tsx
│       │   └── ImageTo3D.tsx
│       ├── SocialOptimizer.tsx        # Platform optimization
│       ├── ControlStudio.tsx          # Advanced controls
│       ├── BatchProcessor.tsx         # Batch operations
│       └── AssetLibrary/
│           ├── LibraryGrid.tsx
│           ├── LibraryFilters.tsx
│           └── AssetPreview.tsx
│
├── hooks/
│   ├── useImageGeneration.ts
│   ├── useImageEditing.ts
│   ├── useImageTransform.ts
│   └── useAssetLibrary.ts
│
└── utils/
    ├── platformSpecs.ts               # Social media specifications
    ├── imageOptimizer.ts              # Client-side optimization
    └── costCalculator.ts              # Cost estimation
```

---

## API Endpoint Structure

### Core Image Studio Endpoints

```
POST /api/image-studio/create
POST /api/image-studio/edit
POST /api/image-studio/upscale
POST /api/image-studio/transform/image-to-video
POST /api/image-studio/transform/make-avatar
POST /api/image-studio/transform/image-to-3d
POST /api/image-studio/optimize/social-media
POST /api/image-studio/control/sketch-to-image
POST /api/image-studio/control/style-transfer
POST /api/image-studio/batch/process
GET  /api/image-studio/assets
GET  /api/image-studio/assets/{id}
DELETE /api/image-studio/assets/{id}
POST /api/image-studio/assets/search
GET  /api/image-studio/providers
GET  /api/image-studio/templates
POST /api/image-studio/estimate-cost
```

### Integration with Existing Systems

```
# Use existing Stability AI endpoints
/api/stability/*

# Use existing image generation
/api/images/generate

# Use existing image editing
/api/images/edit

# NEW: WaveSpeed integration
/api/wavespeed/image/generate
/api/wavespeed/image/transform
```

---

## Subscription Tier Integration

### Free Tier
- **Limits**: 10 images/month, 480p only
- **Features**: Basic generation (Core model), Social optimizer
- **Cost**: $0/month

### Basic Tier ($19/month)
- **Limits**: 50 images/month, up to 720p
- **Features**: All generation models, Basic editing, Fast upscale
- **Cost**: ~$0.38/image

### Pro Tier ($49/month)
- **Limits**: 150 images/month, up to 1080p
- **Features**: All features, Image-to-video, Avatar creation, Batch processing
- **Cost**: ~$0.33/image

### Enterprise Tier ($149/month)
- **Limits**: Unlimited images
- **Features**: All features, Priority processing, Custom training, API access
- **Cost**: Unlimited

### Add-On Credits
- **Image Packs**: 25 images ($9), 100 images ($29), 500 images ($99)
- **Video Credits**: 10 videos ($19), 50 videos ($79)

---

## Cost Management Strategy

### Pre-Flight Validation
- Check subscription tier before API call
- Validate feature availability
- Estimate and display costs upfront
- Show remaining credits/limits
- Suggest cost-effective alternatives

### Cost Optimization Features
- **Smart Provider Selection**: Choose cheapest provider for task
- **Quality Tiers**: Draft (cheap) → Standard → Premium (expensive)
- **Batch Discounts**: Lower per-unit cost for bulk operations
- **Caching**: Reuse similar generations
- **Compression**: Optimize file sizes automatically

### Pricing Transparency
- Real-time cost display
- Monthly budget tracking
- Cost breakdown by operation
- Historical cost analytics
- Optimization recommendations

---

## Implementation Roadmap

### Phase 1: Foundation (Weeks 1-4)

**Priority: HIGH**

**Goals:**
- Consolidate existing image capabilities into unified interface
- Integrate WaveSpeed Ideogram V3 Turbo
- Implement Image-to-Video (WAN 2.5)

**Deliverables:**
1. ✅ Create Studio module (basic)
2. ✅ Edit Studio module (consolidate existing)
3. ✅ Upscale Studio module (Stability AI)
4. ✅ Transform Studio (Image-to-Video)
5. ✅ WaveSpeed Ideogram integration
6. ✅ Social Media Optimizer (basic)
7. ✅ Asset Library (basic)
8. ✅ Pre-flight cost validation

**Success Metrics:**
- Users can generate, edit, and upscale images
- Image-to-video works reliably
- Cost tracking accurate
- Basic workflow functional

---

### Phase 2: Advanced Features (Weeks 5-8)

**Priority: HIGH**

**Goals:**
- Add Avatar creation
- Enhance Social Media Optimizer
- Implement Batch Processor

**Deliverables:**
1. ✅ Make Avatar feature (Hunyuan Avatar)
2. ✅ Advanced Social Media Optimizer
3. ✅ Batch Processor
4. ✅ Control Studio (sketch, style)
5. ✅ Enhanced Asset Library
6. ✅ Qwen Image integration
7. ✅ Template system
8. ✅ A/B testing variants

**Success Metrics:**
- Avatar creation works reliably
- Batch processing efficient
- Social optimizer produces platform-perfect images
- Template library comprehensive

---

### Phase 3: Polish & Scale (Weeks 9-12)

**Priority: MEDIUM**

**Goals:**
- Optimize performance
- Add analytics
- Enhance collaboration features

**Deliverables:**
1. ✅ Performance optimization
2. ✅ Advanced analytics dashboard
3. ✅ Collaboration features
4. ✅ API for developers
5. ✅ Mobile-responsive interface
6. ✅ Advanced search in Asset Library
7. ✅ Usage analytics
8. ✅ Comprehensive documentation

**Success Metrics:**
- Fast performance (<5s generation)
- High user satisfaction (>4.5/5)
- API adoption by power users
- Mobile usability excellent

---

## Competitive Advantages

### vs. Canva
- **Better AI**: More advanced image generation models
- **Deeper Integration**: Unified workflow, not separate tools
- **Cost Effective**: Subscription includes AI, not per-use charges
- **Marketing Focus**: Built for digital marketers, not general design

### vs. Midjourney/DALL-E
- **Complete Workflow**: Not just generation, but edit/optimize/export
- **Platform Integration**: Direct social media optimization
- **Batch Processing**: Handle campaigns, not single images
- **Business Focus**: Professional features, not artistic exploration

### vs. Photoshop AI
- **Ease of Use**: No learning curve, AI does the work
- **Speed**: Instant results, not manual editing
- **Cost**: Subscription model vs. expensive Adobe suite
- **Marketing Tools**: Built-in social optimization, not generic editing

### vs. Other AI Marketing Tools
- **Centralized**: All image needs in one place
- **Advanced Models**: Latest WaveSpeed + Stability AI
- **Transform Capabilities**: Image-to-video, avatars unique
- **Enterprise Ready**: Batch processing, API, collaboration

---

## Marketing Messaging

### Value Propositions

**For Solopreneurs:**
> "Create professional marketing visuals in minutes, not hours. No design skills required."

**For Content Creators:**
> "Transform one image into dozens of platform-optimized variations with AI."

**For Digital Marketers:**
> "Your complete image workflow: Create, Edit, Optimize, Export. All in one place."

**For Agencies:**
> "Scale your creative production with AI. Batch process campaigns effortlessly."

### Key Features to Highlight

1. **All-in-One Platform**: No need for multiple tools
2. **AI-Powered**: Latest models from Stability AI + WaveSpeed
3. **Platform-Optimized**: Perfect sizes for every social network
4. **Transform Media**: Images become videos and avatars
5. **Cost-Effective**: Subscription includes unlimited creativity
6. **Time-Saving**: Batch process entire campaigns
7. **Professional Quality**: 4K upscaling, photorealistic generation
8. **Easy to Use**: No design experience needed

---

## Success Metrics & KPIs

### User Engagement
- **Adoption Rate**: % of users accessing Image Studio
- **Usage Frequency**: Average sessions per user per week
- **Feature Usage**: % of users using each module
- **Time Saved**: Minutes saved vs. manual creation
- **User Satisfaction**: NPS score for Image Studio

### Content Metrics
- **Generation Volume**: Images/videos created per day
- **Quality Ratings**: User ratings of generated content
- **Batch Usage**: % of operations using batch processing
- **Platform Distribution**: Images per social platform
- **Reuse Rate**: % of images used multiple times

### Business Metrics
- **Revenue Impact**: Revenue from Image Studio features
- **Conversion Rate**: Free → Paid tier conversion
- **Upsell Rate**: Basic → Pro tier upgrades
- **ARPU**: Average revenue per user increase
- **Churn Reduction**: Retention improvement
- **Cost Efficiency**: Cost per image generated
- **ROI**: Return on WaveSpeed/Stability investment

### Technical Metrics
- **Generation Speed**: Average time per operation
- **Success Rate**: % of successful generations
- **Error Rate**: % of failed operations
- **API Response Time**: Average API latency
- **Uptime**: Service availability %

---

## Risk Mitigation

### Technical Risks

| Risk | Probability | Impact | Mitigation |
|------|------------|--------|------------|
| **API Reliability** | Medium | High | Retry logic, fallback providers, status monitoring |
| **Cost Overruns** | Medium | High | Pre-flight validation, strict limits, alerts |
| **Quality Issues** | Low | Medium | Multi-provider fallback, quality scoring, preview |
| **Performance** | Low | Medium | Caching, CDN, queue system, optimization |
| **Storage Costs** | Medium | Medium | Compression, cleanup policies, CDN optimization |

### Business Risks

| Risk | Probability | Impact | Mitigation |
|------|------------|--------|------------|
| **Low Adoption** | Medium | High | User education, templates, tutorials, onboarding |
| **Feature Complexity** | Medium | Medium | Progressive disclosure, smart defaults, wizards |
| **Pricing Pressure** | Low | Medium | Tier flexibility, add-on credits, volume discounts |
| **Competition** | Medium | Medium | Unique features (transform, batch), integration |
| **User Confusion** | Medium | Low | Clear UI, guided workflows, contextual help |

---

## Dependencies

### External Dependencies
- **Stability AI API**: Key for editing, upscaling, control features
- **WaveSpeed API**: Ideogram V3, Qwen, Image-to-video, Avatar
- **HuggingFace API**: Backup image generation
- **Gemini API**: Backup generation, LinkedIn optimization
- **CDN Service**: Fast image delivery
- **Storage Service**: Asset library storage

### Internal Dependencies
- **Subscription System**: Tier checking, limits, billing
- **Persona System**: Brand voice consistency
- **Cost Tracking**: Usage monitoring, billing
- **Asset Management**: Image storage, organization
- **Authentication**: User access control
- **Analytics**: Usage tracking, reporting

---

## Documentation Requirements

### For Developers
- **API Documentation**: Complete endpoint reference
- **Integration Guide**: How to add new providers
- **Service Architecture**: System design documentation
- **Testing Guide**: Unit, integration, E2E tests
- **Deployment Guide**: Production deployment steps

### For Users
- **Getting Started**: Quick start guide
- **Feature Guides**: Detailed module documentation
- **Best Practices**: Tips for best results
- **Platform Guides**: Social media optimization guides
- **Video Tutorials**: Screen recordings of workflows
- **FAQ**: Common questions and solutions
- **Troubleshooting**: Error resolution guide

### For Business
- **Cost Analysis**: Pricing breakdown and ROI
- **Competitive Analysis**: vs. other solutions
- **Success Metrics**: KPI definitions and tracking
- **Marketing Materials**: Feature sheets, case studies
- **Sales Guide**: Positioning and messaging

---

## Next Steps

### Immediate (Week 1)
1. ✅ Design Image Studio UI/UX mockups
2. ✅ Set up WaveSpeed API credentials
3. ✅ Review and finalize architecture
4. ✅ Create project plan and assign tasks
5. ✅ Set up development environment

### Short-term (Weeks 2-4)
1. ✅ Implement Create Studio (consolidate existing)
2. ✅ Implement Edit Studio (consolidate existing)
3. ✅ Implement Upscale Studio (Stability AI)
4. ✅ Integrate WaveSpeed Ideogram V3
5. ✅ Implement Image-to-Video (WAN 2.5)
6. ✅ Basic Asset Library
7. ✅ Cost validation system
8. ✅ Initial testing and optimization

### Medium-term (Weeks 5-8)
1. ✅ Implement Avatar creation (Hunyuan)
2. ✅ Advanced Social Media Optimizer
3. ✅ Batch Processor implementation
4. ✅ Control Studio (sketch, style)
5. ✅ Template system
6. ✅ Enhanced Asset Library
7. ✅ User documentation
8. ✅ Beta testing program

### Long-term (Weeks 9-12)
1. ✅ Performance optimization
2. ✅ Analytics dashboard
3. ✅ Collaboration features
4. ✅ Developer API
5. ✅ Mobile optimization
6. ✅ Advanced search
7. ✅ Complete documentation
8. ✅ Production launch

### Upcoming Focus (Q1 2026)
1. **Transform Studio**: Deliver Image-to-Video and Make Avatar with WaveSpeed WAN 2.5 + Hunyuan integrations, including preview tooling inside the new layout.
2. **Social Media Optimizer 2.0**: Implement smart cropping, safe zones, multi-platform export queues, and template-driven presets.
3. **Batch Processor & Asset Library**: Launch campaign-scale batch runs, usage dashboards, and shared asset libraries to close the loop from creation → deployment.
4. **Analytics & Cost Insights**: Expand telemetry and cost reporting across modules to keep users informed and drive upsell opportunities.

---

## Conclusion

The **AI Image Studio** transforms ALwrity from having scattered image capabilities into having a unified, professional-grade image creation platform. By consolidating existing features (Stability AI, HuggingFace, Gemini) and adding new WaveSpeed capabilities (Ideogram V3, Image-to-Video, Avatar Creation), we create a comprehensive solution that serves digital marketers and content creators.

### Key Success Factors

1. **Unified Experience**: All image operations in one intuitive interface
2. **Professional Quality**: Best-in-class AI models for generation and editing
3. **Platform Optimization**: Direct export to all major social networks
4. **Transform Capabilities**: Unique image-to-video and avatar features
5. **Cost Effectiveness**: Transparent pricing with subscription model
6. **Time Savings**: Batch processing and automation for campaigns
7. **Easy to Use**: No design skills required, AI does the work
8. **Scalable**: From single images to entire campaigns

### Competitive Positioning

ALwrity's Image Studio stands out by:
- **Deeper Integration**: Not separate tools, but unified workflow
- **Marketing Focus**: Built specifically for digital marketing professionals
- **Transform Features**: Unique capabilities (image-to-video, avatars)
- **Cost Transparency**: Clear pricing, no surprises
- **Complete Solution**: From creation to platform-optimized export

### Expected Impact

- **User Engagement**: +200% increase in image creation
- **Conversion**: +30% Free → Paid tier conversion
- **Retention**: +20% reduction in churn
- **Revenue**: New premium feature upsell opportunities
- **Market Position**: Differentiation from generic AI tools

---

*Document Version: 1.0*  
*Last Updated: January 2025*  
*Status: Ready for Implementation*  
*Owner: ALwrity Product Team*

