Our contribution
Work by our team before Rubix Labs. Voz AI focused on realistic video dubbing, with an English-to-Spanish workflow. The images and interactive demo on this page show a new public reconstruction using a licensed interview excerpt and a prepared Spanish dub.
Our team built the path from uploaded video to a downloadable dubbed version. The web experience included transcription-job history, speaker and timestamp grouping, playback-linked text and uncertain-word highlighting. AWS services and open-source models trained and deployed on AWS supported the wider processing workflow.
What the delivered workflow enables
The result was a video people could watch in Spanish, rather than a transcript they had to use in a separate tool. Job history and playback-linked text gave the processing pipeline a usable web interface.
Engineering considerations
The engineering problem crosses several boundaries: speech recognition can mishear a word, translation can change the length of a sentence, and the replacement audio still has to fit the video. Keeping timestamps and review context together matters throughout. Voice cloning and lip syncing were planned for later iterations; they are not presented here as delivered features or included in this demo. We do not publish model accuracy or audio-quality benchmarks for this project.
Public product references