To better understand how the collection might exist beyond sketches, AI-generated visualizations were created as a development tool. These images translated proportions, silhouettes, and garment details onto the human body, allowing for a clearer evaluation of scale, structure, and visual impact. The process helped explore how exoskeleton-inspired forms, protective volumes, and sharp architectural elements would interact with movement and posture. Rather than representing final garments, these visualizations served as speculative prototypes that informed design decisions and strengthened the connection between concept and wearable form.