Skip to content

Media Optimization LabVisual delivery research

Lab Field Notes Images Measurement Contact

INDEX +

Lab Field Notes Foundations Image Optimization Measurement & Operations Authors Contact

CATEGORY / FIELD INDEX

Cropping

Image Optimization

Content-Aware Cropping: Automate the Safe Cases

Automated crops work best when they operate inside explicit guardrails for subject safety, aspect ratios, and manual review.

August 31, 2026

MEDIA OPTIMIZATION LAB

Make every visual
earn its weight.

Source-led field notes on image and video delivery, quality, measurement, and the systems behind fast visual experiences.

Start here

Media optimization guide Image pipeline Measurement framework All field notes

Site

Authors Contact Privacy

© 2026 Media Optimization LabSOURCE / SHAPE / DELIVER / OBSERVE