Can you tell more about the prefix? Not very clear to me. Is it issuer id or user id? And if it's later and is user provided, how it helps with scanning
It's the issuers company or product name. GitHub for example prefix their tokens with "gh_" which makes it easy to scan for tokens uploaded to repos or even across the web if they wanted.
GitHub has secret scanning features built in now, with a prefix of your product name or company name you could easily create a regex of sorts to find when someone has uploaded an API key for your application to their GitHub repo and revoke the token or email them.