# AI Provider Cost & Quality Comparison

## Provider Options for Inpainting/Image Editing

### 1. OpenAI DALL-E 2 ❌ (Not Recommended)
**Current implementation uses this when `AI_PROVIDER=openai`**

**Pricing:**
- $0.020 per image (1024x1024)
- $0.018 per image (512x512)

**Quality:** ⭐⭐ (2/5)
- Old model (2022)
- Significantly lower quality than DALL-E 3
- Cannot match ChatGPT web interface
- Often produces artifacts

**Pros:**
- Simple API
- Fast responses

**Cons:**
- Poor quality by modern standards
- Limited to 1024x1024 max
- No access to DALL-E 3 inpainting

**Verdict:** ❌ Don't use unless you need the cheapest option and quality doesn't matter

---

### 2. Stability AI (Stable Diffusion XL) ✅ (Good Choice)
**Direct API to Stability AI**

**Pricing:**
- Credits-based system
- ~$0.010 per image (512x512)
- ~$0.040 per image (1024x1024)
- Must buy credit packs ($10 minimum = 1000 credits)

**Quality:** ⭐⭐⭐⭐ (4/5)
- Excellent inpainting quality
- Good at following prompts
- Natural-looking results
- Well-suited for photo editing

**Pros:**
- Built specifically for inpainting
- Good quality-to-cost ratio
- Reliable API
- Fast generation (15-30 seconds)

**Cons:**
- Requires credit purchase upfront
- Limited to SDXL models
- Less flexible than Replicate

**Verdict:** ✅ Best balance of quality and cost for direct API

---

### 3. Replicate ⭐ (Most Flexible)
**API marketplace with multiple models**

**Pricing:** Pay-per-second of GPU time
- SDXL Inpainting: ~$0.0023/sec (~$0.01-0.03 per image)
- Kandinsky 2.2: ~$0.0023/sec (~$0.01-0.02 per image)
- LaMa (removal): ~$0.0005/sec (~$0.002 per image)
- Varies by model and parameters

**Quality:** ⭐⭐⭐⭐⭐ (5/5 - depends on model choice)
- Access to multiple models
- Can choose best model for each use case
- Community models available
- Often better than Stability direct

**Pros:**
- Multiple models to choose from
- Pay only for what you use (no minimums)
- Can use free models
- New models added regularly
- Fine-tuned models available

**Cons:**
- More complex to implement
- Pricing varies by model
- Need to understand different models

**Best Models on Replicate:**
- **SDXL Inpainting**: General purpose, excellent quality
- **LaMa**: Best for object removal
- **Kandinsky 2.2**: Good alternative to SDXL
- **ControlNet Inpainting**: More control over results

**Verdict:** ⭐ Most flexible, best value if you implement multiple models

---

### 4. Local Models (Self-Hosted) 💰 (Best Quality, No Per-Use Cost)

**Pricing:**
- $0 per image after setup
- Requires GPU (RTX 3060 12GB minimum, RTX 4090 ideal)
- Cloud GPU: $0.30-$1.00/hour (RunPod, Vast.ai)

**Quality:** ⭐⭐⭐⭐⭐ (5/5)
- Best possible quality
- Full control over model selection
- Can use latest open-source models
- No API limitations

**Setup Costs:**
- GPU hardware: $300-$2000
- OR Cloud GPU rental: $0.30-$1.00/hour

**Pros:**
- Unlimited usage once set up
- Best quality available
- Complete privacy
- No API rate limits
- Can fine-tune models

**Cons:**
- Requires GPU or cloud rental
- More complex setup
- Slower than cloud APIs (if CPU only)

**Verdict:** 💰 Best long-term if you have GPU or high volume

---

## Stability AI vs Replicate: What's the Difference?

### Stability AI (stability.ai)
**What it is:**
- The company that created Stable Diffusion
- Direct API to their hosted models
- Official source

**Business Model:**
- Buy credits upfront
- Credits expire after 3 months
- Official support
- Guaranteed uptime SLA

**Models Available:**
- Stable Diffusion XL
- Stable Diffusion 1.5
- Their official models only

---

### Replicate (replicate.com)
**What it is:**
- Marketplace/platform for running ML models
- Hosts models from many sources
- Pay-per-use GPU time

**Business Model:**
- Pay only for GPU seconds used
- No upfront purchase
- No credits that expire
- $0.01 minimum charge per prediction

**Models Available:**
- Stability AI's models (SDXL, SD 1.5)
- Community models
- Fine-tuned variants
- Specialized models (LaMa, ControlNet, etc.)
- 100+ image generation models

**Think of it like:**
- **Stability AI** = Buying directly from Apple
- **Replicate** = App Store with many developers

---

## Cost Comparison Examples

### Scenario: 100 edits per month

| Provider | Cost per Image | Monthly Cost | Quality |
|----------|---------------|--------------|---------|
| DALL-E 2 | $0.020 | $2.00 | ⭐⭐ Poor |
| Stability AI | $0.040 | $4.00 | ⭐⭐⭐⭐ Good |
| Replicate (SDXL) | $0.025 | $2.50 | ⭐⭐⭐⭐⭐ Excellent |
| Replicate (LaMa) | $0.002 | $0.20 | ⭐⭐⭐⭐ Good for removal |
| Local GPU | $0.00 | $0.00* | ⭐⭐⭐⭐⭐ Best |

*Requires $500+ GPU or $0.30-1.00/hr cloud GPU

### Scenario: 1000 edits per month (Heavy use)

| Provider | Monthly Cost | Notes |
|----------|--------------|-------|
| DALL-E 2 | $20.00 | Not worth it |
| Stability AI | $40.00 | Need $10-40 credit refills |
| Replicate (SDXL) | $25.00 | Pay as you go |
| Local GPU | $0.00 | GPU pays for itself after ~50K images |
| Cloud GPU (RunPod) | $20-60 | Depends on uptime needed |

---

## Quality Rankings for Inpainting

**Best to Worst:**

1. **Local SDXL Inpainting** ⭐⭐⭐⭐⭐ (self-hosted)
2. **Replicate SDXL Inpainting** ⭐⭐⭐⭐⭐
3. **Stability AI SDXL** ⭐⭐⭐⭐
4. **Replicate LaMa** ⭐⭐⭐⭐ (for removal only)
5. **DALL-E 2** ⭐⭐ (outdated)

---

## Recommendation by Use Case

### Best for Testing/Development: Mock Provider
- Cost: $0
- Quality: N/A (returns original)
- Use when: Building/testing UI

### Best for Low Volume (< 100/month): Replicate
- Cost: ~$2.50/month
- Quality: ⭐⭐⭐⭐⭐
- No minimum purchase
- Multiple model options

### Best for Medium Volume (100-1000/month): Replicate or Stability AI
- Replicate: ~$25/month, more flexibility
- Stability AI: ~$40/month, simpler API

### Best for High Volume (1000+/month): Local GPU or Cloud GPU
- Unlimited usage
- Best quality
- Full control

### Best Overall Value: Replicate
- No minimum purchase
- Pay only for what you use
- Best model selection
- Easy to try multiple models

---

## My Recommendation

Start with **Replicate** because:

1. ✅ No upfront cost (vs Stability's $10 minimum)
2. ✅ Better quality than DALL-E 2
3. ✅ Can try multiple models to find what works
4. ✅ Cheapest per-image for low-medium volume
5. ✅ Can switch to Stability AI later if needed

**Next Steps:**
- I can add Replicate support (30 min of work)
- Test with SDXL Inpainting first
- Try LaMa for object removal
- Fall back to Stability if needed

Would you like me to add Replicate support?
