Real benchmarks, real architecture, no marketing fluff.
Live reliability benchmarks for the top 6 Nano Banana API providers. Real success rates, P50/P95 latency, error breakdowns, and a decision framework. Updated continuously.
Every ComfyUI API endpoint documented: REST and WebSocket routes, payload shapes, responses, error handling, and working examples. The complete 2026 reference.
A vendor-neutral guide to deploying ComfyUI. The five real paths - self-hosted, serverless, managed platforms, workflow-as-a-service, local - compared with cost math at 1K, 10K, and 100K images per month, plus the production hardening that applies regardless of path.
From $90K/mo to $27K/mo. The multi-cloud orchestration system that powers our inference platform, born from running 100K+ AI jobs at BetterPic.
70%cost reduction
Systematic benchmark across 5,000 product images. Open source is now within 2% of closed-source quality, at a fraction of the compute cost.
2%quality gap remaining
Benchmarks, architecture deep-dives, and changelog updates. No spam.
Step-by-step guide to switching your image inference pipeline. Same API patterns, better reliability and pricing, per-niche benchmarks included.
10 minmigration time
Automated quality scoring is live. Plus: Flux.2 Klein support, multi-step workflow builder, and 3 new benchmark categories.
v0.4latest releaseHow we score model outputs across FID, CLIP, and custom metrics, automatically, per-niche, at scale. The engine behind our benchmark tables.
3metric dimensions