DA-CLIP controls pre-trained vision-language models to perform all-in-one image restoration tasks including deblurring, dehazing, denoising, deraining, desnowing, and shadow removal. The approach leverages CLIP-based guidance and diffusion models to handle diverse degradation types with a single unified model, achieving strong results on the NTIRE 2024 Restore Any Image Model challenge.