Map the system, request evidence, test the job, and preserve the exit.

Frame the trigger, inputs, owner, users, accepted result, review, exception, fallback, baseline, and evidence. A product name or AI label is not a workflow requirement.

Separate experience, workflow, model service, information, identity, administration, human review, provider dependencies, support, change, and exit. This prevents one feature claim from hiding the operating system around it.

A contractual term, official document, configuration screenshot, demonstration, independent assessment, internal test, sales statement, and assumption are different evidence types. We do not convert one into another.

A future sponsor, affiliate, vendor profile, research product, or workshop must be disclosed near affected content. Commercial support cannot purchase a favorable conclusion. No such relationship operates in this release.