A benchmark you cannot check is a press release. Here is exactly how we measure Epiron and Ansatz, what we compare against, and where the numbers do not apply.
Posts
Storage volume is the primary lever in DAM pricing, yet the industry treats compression as settled. A guide to cutting DAM cost without risking brand fidelity.
Optimization without governance is just compression you cannot control. Here is how to set policy so the system enforces your constraints rather than promising to respect them.
Images are the most common cause of a failed Largest Contentful Paint. Here is the practical playbook for fixing CWV when the problem is your images.
A 115-person study found neural compression's silent semantic errors get blamed on intentional editing, not the codec. Empirical proof of its scariest failure mode.
Images are the heaviest thing on most pages and the top cause of failed LCP. A guide to CMS image optimization, headless and traditional.
Discover why applying blanket compression across your CMS can degrade performance, harm content quality, and create technical debt — and what to do instead.
How can a model tell whether an image looks good? A plain guide to full-reference and no-reference quality assessment, and where each one fails.
-1200x630-CIZYMIDaE492MJvpyHNvmtDuSroh8l.avif%3F2026-07-10T23%253A08%253A41.545Z&w=3840&q=75)
Images are 50 to 70% of page weight, yet most compression optimizes for math, not eyes. A complete guide to perceptual media optimization.

Discover how shifting focus from model architecture to measurement design makes neural CT compression provably reliable—unlocking guarantees traditional deep learning approaches can't offer.

Discover Ansatz, a neural reconstruction method delivering stunning 4K talking-head video with lifelike detail, sharp clarity, and realistic motion synthesis.

Most codecs shrink an image by storing less of it. Neural reconstruction takes a different path: send the essence, rebuild the rest. Here is how it works, and why it changes the ceiling.