Security check token AI confidence watcher

Full AI monitoring on build to token usage and creating alerts if it changes from the same build or same build pattern same model same times am/pm if it's a different metric it gets flagged and and email produced to query AZURE,Google,copilot,Claude,cursor,chatgpt,Grok,and any other model this should be a standard introduced and customers are welcome to download a version and put findings in online publication website open for all to read

The issue names no files, tests, entry points, alert criteria, or defined integration scope. Clarify which build and token data must be monitored, which model services are required, how changes are detected, and what evidence and notifications constitute completion.

Written by the indexing model from the issue text.