// tools/pipeline-cost-calculator
AI Image Pipeline Cost Calculator
Generation is only one step. Calculate the real per-image cost of your full pipeline: generation, upscaling, background removal, face restoration. API vs self-hosted · prices verified June 2026
Common mistake: Most builders only account for generation cost. A typical product-image pipeline (Flux Schnell + upscaling + background removal) costs ~$0.004/image via API — 6× more than generation alone.
Step 1 — Build your pipeline
✨Image Generationrequired
Text-to-image or image-to-image generation
🔍Upscaling (2×)
Real-ESRGAN or similar — doubles output resolution
🎭Background Removal
Remove or replace background
👤Face Restoration
GFPGAN or CodeFormer — fix AI face artifacts
™️Watermark / Branding
Add logo or text overlay
Step 2 — Monthly volume
images/mo
Results
Total cost per image
$0.00060
Monthly cost at 10K images
$6.00
Compare modes
All API (cheapest)
$0.00060/img
$6.00/mo
All self-hosted
$0.000097/img
$0.970/mo
Break-even: Self-hosted beats full API at 6.0M images/month (assuming $3K/mo DevOps overhead). You are below that threshold.
Cost breakdown by step
| Step | Option selected | $/image | 10K/mo | % of total |
|---|---|---|---|---|
| ✨Image Generation | Flux Schnell (Runware) | $0.00060 | $6.00 | 100% |
| Total pipeline | $0.00060 | $6.00 | 100% | |
Running this pipeline in production?
Chain all steps into a single ComfyUI API call with Runflow
Running a multi-step ComfyUI pipeline on Runflow chains generation, upscaling, background removal, and face restoration into a single API call. Eliminates per-step API latency and API overhead. One request, one invoice. Enterprise SLA included.
Why a single call?
- ✓ No per-step cold starts
- ✓ No intermediate storage costs
- ✓ No multi-vendor invoicing
- ✓ Atomic retries on failure
API prices verified June 2026. Self-hosted costs assume RTX 4090 @ $0.34/hr (RunPod community), batch mode. Break-even assumes $3K/mo DevOps overhead for self-hosted infrastructure. More cost guides →