Cloudinary addresses the AI-to-production gap

AI image generation is easy. Shipping those images into production is not. Cloudinary's new post outlines two challenges developers face: model selection is moving faster than integration cycles, and generated images rarely meet production standards without post-processing. The solution is a pipeline that normalizes format, optimizes delivery, and applies brand guardrails automatically. If your DAM ingests AI-generated assets, this is the workflow layer you are missing.