Controllable Diffusion, LLM, AI infrastructure, Rembrand

Controllable diffusion

Written By

Team Rembrand

Published On

January 21, 2026

Table of content

AI Video That Scales: Brand-Safe & Performance-Proven

Creating realistic virtual placements requires precision and brand control. We've run controlled diffusion experiments comparing Rembrand's AI video generation against public LLM tools. The results: our platform maintains superior brand fidelity, speed, and adherence to brand guidelines while delivering the realism that makes placements feel native.

Here is a video that shows what a standard LLM does when you use it to insert a realistic virtual billboard (virtual out-of-home or VOOH).

Here is what Rembrand's platform enables with our form of Controllable Diffusion: you can control the billboard's location, even in a moving-camera situation.