Healthcare · Prenatal Imaging
Raw scans to photorealistic portraits. One click.
Medical-grade ultrasound renders become keepsake portraits — exact anatomical fidelity, zero retouching.
A staff gallery powered by the SundayPyjamas Image API: single-endpoint enhancement, dual-model routing, batch processing, and a quality feedback loop.
SundayPyjamas · Proof of Concept
1-click
Scan to portrait
0
Manual retouching
<2 min
Full session
0%
Anatomical fidelity
The problem
3D/4D ultrasound renders are medically accurate but visually clinical. Families want emotionally resonant keepsakes without reshaping fetal anatomy.
Manual retouching doesn't scale, and generic editing tools distort the features parents want preserved.
What we built
Staff select session images and enhance in one click. The Image API converts surface rendering into photorealistic portraits while preserving exact pose and structure.
Dual-model routing balances throughput vs quality. Batch processing skips already-enhanced images to protect API credits.
System capabilities
- Single API key auth — no additional backend
- Precision enhancement prompt preserving anatomical structure
- Sequential batch processing with real-time progress
- Thumbs up/down feedback feeding prompt tuning signal
How it works
Single-endpoint architecture with dual-model routing and staff feedback loop.
Image enhancement
POST /api/v1/image · editscan + prompt → portrait
Model selection
model parameterflash (throughput) | pro (quality)
Batch processing
Sequential POST per imageskip-if-enhanced → progress
Quality feedback
Per-image ratingsstaff signal → prompt tuning
Bearer SUNDAYPYJAMAS_API_KEY•Endpoint:POST /api/v1/imageMulti-location scale
Session-scoped galleries per location. Single API key, credits-based metering, no per-location infrastructure.
What the system demonstrates
Photorealistic portraits from scan data with zero manual retouching. Full session processed in under two minutes.
Families see their baby, not a medical scan. Production-ready with no changes to existing appointment workflows.
“I have completed some initial image enhancement testing on your platform and am satisfied with the results.”
Beyond prenatal imaging
Precision-prompted transformation via single API call applies wherever technical imagery must become human-readable:
Medical imaging
Patient-friendly visualizations with anatomical fidelity constraints.
Real estate
Raw renders transformed to presentation quality at batch scale.
E-commerce
Catalog-quality product imagery with skip-if-processed logic.
Building image transformation?
Working proof-of-concept on your data in 10 days.