Methodology

Evidence first, unknowns visible.

The brief is decision support built from public material. It is not a private audience audit, fraud certification, or performance forecast.

What we review

Campaign fit

Product, use case, creator topic, format, and the stated campaign objective.

Recent samples

Dated public posts or videos, visible product use, disclosures, and observable engagement snapshots.

Decision risk

Conflicts, missing data, unclear availability, category exclusions, and questions for a media kit or contract.

What we do not claim

Preview scope

Sources are linked and dated

The sample distinguishes official pages, creator pages, campaign case studies, and third-party public metrics snapshots. Counts can change. Before paid work, we confirm the brief, refresh the sources, and state any remaining uncertainty.

Follow a judgment back to its evidence.

Our planning-app study separates observed commercial offers from our conditional diligence order, shows the counterargument, and identifies evidence that would reverse the decision. An inspection date is not a source publication date.

Current public research and source checks use AI; no independent human expert review is claimed. Read the publisher, AI-use and correction disclosure before relying on the work.