Matches my experience with print-on-demand workflows. I tried using vision models to validate things like ICC profiles and total ink density, but they usually just hallucinate that the file is compliant. I ended up giving the agent access to ImageMagick to run analysis directly. It’s the only reliable way to catch issues before sending files to fulfillment, otherwise you end up eating the cost of failed prints.