PIDs bring a great potential for AI-based scholarly tools and services with their interoperability and machine-readability. The output from AI can be presented as derivatives or even new, original contents that may require another PID. Taking an example of Paper Digest (https://www.paper-digest.com), our own AI-based service, we will discuss the challenges we meet in our development and how PIDs could help overcome those challenges.