setup and control, audience targeting, and automated creative generation using AI. Publishers use the platform to monetize video inventory by adding product placements dynamically rather than relying only on fixed sponsorships. Advertisers use it to run product-placement campaigns that can be adjusted or swapped in real time for different audiences and contexts. The system is designed for use across the on-demand viewing environment, integrating with existing video workflows while aiming to preserve brand and content safety.