Muzamil Khan2026-03-26T17:44:47+00:00Most conversations about AI visuals start from generation, as if the ideal workflow begins with a blank canvas and a perfect prompt. But that is not how many people actually work. More often, there is already something on hand: a product photo, a portrait, a concept frame, a rough draft, or a visual that feels close but not finished. This is where Image to Image becomes more interesting than it first appears. Instead of replacing the starting asset, it treats...