AI Image Generators Still Struggle With Text. Here’s a Practical Workflow That Helps

AI image generators are great at mood, lighting, composition, and visual style. But the moment you ask for a poster, a product mockup, a blog cover, or an Open Graph image with actual text on it, things can get messy fast. You have probably seen it: letters that look almost correct but are not real words product labels with random extra characters UI mockups where the layout looks good but the copy is nonsense beautiful social preview images that still need manual cleanup in Figma or Photoshop For developers, this is especially frustrating because many of our visual assets are text-heavy.