Combined 3D modeling with local AI style generation, cutting architectural visualization turnaround from days to hours.
Manual texture rework in architectural visualization traditionally takes days per variant. I designed and implemented a local AI workflow combining rough 3D modeling with AI-driven style generation. This innovative approach reduced processing time from 3 days to just 3 hours, achieving a massive 24x speed increase.
The Challenge
Manual texture rework in architectural visualization traditionally takes days per variant, which slows exploration of different moods and client directions.
The Solution
Designed and implemented a local AI workflow that combines rough 3D modeling with AI-driven style generation so variants can be produced without full manual rework each time.
Outcomes
Cut typical variant turnaround from about 3 days to about 3 hours (~24× faster).
Established a repeatable local pipeline for 3D bases plus generative style passes.
Approach & Process
Designed and implemented a local pipeline that pairs rough 3D modeling with AI-driven style generation so variants can be explored without full manual repaint.