What 'verified' means for our case studies, what we exclude, and why we publish underperforming channels too.
This category exists to prove the site's honesty-first positioning with real evidence, not just a stated policy. That only works if "verified" means something specific.
A case study on this site is backed by dated screenshots or exportable analytics/revenue data from the creator, covering the specific period the article describes. We don't publish a number a creator simply told us without something behind it we can point to.
If a creator is willing to talk about their channel but not willing to share verifying data, we don't publish it as a case study on this site — that content might work as a general interview or guest guide elsewhere, but it doesn't carry the "verified case study" label, which we treat as meaning something specific.
We publish channels that plateaued or failed alongside the ones that grew — a trust-differentiated case-study category that only ever shows wins isn't actually more trustworthy than the hype-driven content it's positioned against. See our upcoming plateau case study for an example of this commitment in practice.
Case studies with a real audience and ongoing relevance get revisited over time — a follow-up format checks whether the original numbers held up, which is itself a stronger trust signal than a single point-in-time report.
Are creators paid to be featured?
No — being featured as a case study doesn't involve payment to or from the creator; the case study exists to document what actually happened, not to promote a channel in exchange for compensation.
The five-part shape behind a prompt that produces something usable — including the step almost everyone skips — with the same request written badly and then properly.
What twelve AI influencers actually did — the brands they signed, the models that paid, and the one that collapsed in a week — followed by the order to build your own in.
We checked all five on the vendors' own pricing pages on 29 August 2026. Two of them did not survive the check: one has served an expired certificate since February, the other's domain no longer exists.
What YouTube's policy says, verbatim, and what separates enforced channels from compliant AI-assisted ones — a living tracker, updated as verified cases are confirmed.
