Useful advice needs
an honest label.
AI agents can sound finished before a merchant, account or payment system has changed. Our guides separate a plausible workflow from a demonstrated outcome.
Four evidence levels
A researched procedure built from official capabilities and consumer guidance. We have not run this particular Muse task end to end.
A third party described a result in a linked, original public account. We did not independently confirm it.
We reproduced important steps in a stated test environment. That does not guarantee the same outcome for another user.
With permission, we checked case-specific evidence that the result actually occurred. It is still one case, not a success rate.
All six launch guides are currently Guidance only. We do not invent savings amounts, claim a success rate, or imply that a user report is our test.
Primary sources first
For Muse capabilities, we cite Meta's own product announcements. For consumer protections and contractor checks, we cite original U.S. agencies where relevant. Merchant policies and product availability must be checked at the time of action.
Review dates mean review
Each task shows the last substantive review date. We update a page when steps or sources change, and withdraw instructions that can no longer be supported. A date is not automatically refreshed just because a site is rebuilt.
No document uploads
This site does not ask for account logins, bills, quotes, card details or conversations. You choose what to share directly with your agent. Every guide calls out decisions that should wait for your explicit approval and evidence you can check in the source account.