diff --git a/docs/AI_PROVIDER_COMPARISON.md b/docs/AI_PROVIDER_COMPARISON.md new file mode 100644 index 0000000..c8551ca --- /dev/null +++ b/docs/AI_PROVIDER_COMPARISON.md @@ -0,0 +1,261 @@ +# 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?