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For years, better images meant slower pages. Epiron, Inverity's neural codec, removes that tradeoff, and a lot of things teams gave up on quietly become possible again.

Apple's new PICO codec optimizes for perceptual quality and on-device latency at once, not BD-rate alone. Why that design choice confirms where compression is heading.

PSNR rewards codecs for pixel accuracy humans can't see and punishes ones that look better. Why file size at a target metric is the wrong objective..

Discover why neural compression codecs break down in real-world scenarios, what causes failure modes, and how learned codecs compare

Discover how perceptual decisioning moves beyond traditional compression to prioritize what humans actually notice, improving efficiency without sacrificing visual quality.

Discover what makes media truly optimized—from file size and format to load speed and platform fit. Learn key strategies to boost performance and reach.

Discover how AI systems analyze and interpret visual quality, from pixel-level details to complex aesthetics, and what this means for image recognition technology.

Discover how modern quality measurement aligns with human perception, moving beyond technical metrics to evaluate what truly matters to real users and customers.

Discover why obsessing over file size misleads developers. Learn which performance metrics actually matter for user experience, load times, and real-world speed.

Discover how to measure true image quality at scale with proven methods and tools. Ensure consistent, accurate results across large datasets efficiently.

Explore AI media pipelines combining deterministic and neural approaches. Learn how hybrid systems deliver reliable, scalable content processing for modern workflows.

Explore how AI governance frameworks shape marketing technology—ensuring ethical use, data privacy, transparency, and accountability in AI-driven campaigns and tools.