Where the workflow shifted
Support automation becomes stable only when the knowledge source is verifiable, updateable, and linkable. A hidden answer bank is not enough.
If a knowledge page has no source, update date, or escalation path, the AI-support layer looks fast but becomes hard to trust.
Tool names are not outcomes
The signal matters when it changes how a team ships, reviews, or recovers work, not when it only names another tool.
Check permissions and failure
- Add sources, updated-at cues, exception conditions, and escalation links to the highest-frequency support pages, then route support pages back into them
- Keep the test narrow: one low-risk task or tool entry before connecting permissions, logs, failure handling, and human takeover to production
What still needs proof
Unverifiable knowledge pages make AI support feel like a black box. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.