Research
Our research efforts work on multimodal AI systems for adaptive media, enabling contextual ad placement and personalized media generation at scale.
Content Understanding
We analyze video at the frame level to understand visual context, spatial layout, and narrative flow — mapping natural placement opportunities across millions of creator videos.
Adaptive Ad Generation
We generate photorealistic brand integrations that match the lighting, perspective, and motion of the original scene — making placements indistinguishable from native content.
Ad Placement Ranking
We build matching and ranking systems that connect brands, creators, and audiences — predicting which placements drive the highest engagement and return for all sides.
Personalized Media
We generate personalized media across video, image, audio, and text — adapting messaging, visuals, and creative elements to each viewer's context, preferences, and behavior.
Our Models
AI models powering Darwin's advertising and media generation capabilities.
Atlas
Multimodal AI for advertising — powering contextual brand placements, creative analysis, and campaign intelligence. Atlas understands scenes at the frame level, identifying natural integration points and generating photorealistic product placements that match lighting, perspective, and motion.
Apex
Generative model for personalized media — takes a message, assets, and viewer attributes and produces tailored content across vertical video, landscape video, image, audio, and text. Apex adapts creative elements to each viewer's context, preferences, and behavior.