The core pain point is the 'bin-picking' problem. In e-commerce fulfillment, manufacturing kitting, or food processing, items arrive in random orientations, mixed sizes, and variable packaging. Traditional robots, programmed for repetitive, identical tasks, cannot adapt. This forces reliance on expensive, hard-to-scale manual labor, creating bottlenecks, high error rates, and unpredictable throughput that directly impacts customer satisfaction and operational costs.













