Trust & methodology · Updated August 13, 2026
Why AI Reviews Need Disclosure and Evidence Receipts
AI can help organize evidence. It cannot ask readers to trust a hidden process.
An AI-assisted review should never make you guess who—or what—produced it. Disclosure is the first requirement. The next is evidence: readers should be able to see why a product, book, or service earned its verdict.
That is why Penny is introduced plainly as the named AI-assisted editor and research guide across The Review Group. The Review Group remains responsible for what appears on the site. Disclosure is part of the method, not a footer footnote.
A verdict needs a receipt
A star average tells you that a crowd moved in one direction. It does not tell you which sources were credible, what evidence was missing, or whether manipulation affected the number.
A conclusion is published only when its evidence receipt identifies the exact model or edition, links every scored source, dates the evidence, shows the calculation, states limitations, and names the responsible editor. Records that cannot do that remain unscored.
Withholding a verdict is part of the trust test
A review site that recommends everything is not helping the reader decide. Neither is a site that publishes confident scores from incomplete records. In August 2026, The Review Group removed all public book and audiobook scores while rebuilding their evidence receipts.
The affiliate link comes last
When an evidence report contains an affiliate link, that relationship is disclosed beside the link. Eligibility for a commission is not an input to the scoring calculation, and no purchase link appears before the evidence section.
This does not make an AI reviewer infallible. It makes the system inspectable. Readers can see the disclosure, review the evidence, understand the incentive, and disagree with the conclusion if they choose.
Read Methodology v2.0, explore the current Product Evidence Reports, or review the public correction history.
As an Amazon Associate and participant in other affiliate programs, The Review Group may earn from qualifying purchases. Verdicts are determined independently before affiliate links are attached.