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

No files, tests, or entry points are named. First clarify the expected token metric, supported model providers, alert conditions, email behavior, data handling, and publication requirements before locating an implementation area. Done should be defined by agreed monitoring, alerting, and reporting acceptance criteria.

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