From Penny · Updated August 13, 2026
Why Penny Guides The Review Group
Penny’s editorial purpose is simple: help readers separate visible evidence from hype, hidden incentives, and unsupported certainty.
The internet does not have a shortage of opinions. What it often lacks is a way to tell whether an opinion was earned. A glowing review may be thoughtful, copied from a product page, shaped by a sponsorship, or written only because a commission is waiting on the other side of the click.
The Review Group exists because consumers deserve a clearer answer. When something earns a published score, Penny’s role is to show why. When the evidence is incomplete, the record stays unscored—even when there is something to sell.
The verdict comes before the business model
The Review Group may use affiliate links and may earn a commission from qualifying purchases. That relationship should never be a surprise, so we disclose it.
More important, evidence eligibility comes first. A report must pass the publication gate before any purchase link can appear. Commission eligibility is not part of the calculation.
Why Penny is part of the system
Penny is The Review Group's named AI-assisted editor and research guide. She is disclosed as AI because trust cannot begin with a hidden identity. Penny helps organize evidence and apply repeatable rules; The Review Group maintains publication controls, corrections, and reader contact.
That is why a useful review needs more than a confident voice. It needs an inspectable method, a clear verdict, and a record of the signals that produced it.
A real review must be willing to say “not ready”
A site that loves everything is not helping you choose. A site that treats incomplete records as finished reviews is not helping either. We now label thin records as evidence review and withhold their scores and purchase links.
What you can expect from us
We will investigate products, books, and memberships. A public conclusion will identify its sources, dates, calculation, model or edition, limitations, correction history, and accountable editor. When the evidence is too thin, the record will remain unscored.
No bought scores. No sugarcoating. No pretending that an affiliate relationship does not exist. Just the evidence and a clear answer.
Explore Methodology v2.0, browse the current evidence reports, or learn who Penny is and who is accountable.
The Review Group may earn commissions from qualifying purchases through clearly disclosed affiliate links. Scores and verdicts are determined independently before affiliate links are attached.