V5 CONSUMER REVIEW METHOD
How Revuei turns review patterns into a buying signal.
Revuei starts with aggregated consumer experience. Product facts and scientific evidence are used to explain, check and limit what the review record can support. Consumer reviews, product facts, scientific evidence and editorial judgment remain separate layers.
WHAT IS COUNTED, MATCHED AND KEPT SEPARATE
Recurring signals and their limits, not a score built from one platform field.
We summarize recurring patterns instead of reproducing unauthorized customer reviews. Sample size and source diversity are separate dimensions.
Review sourcesThe public review ecosystem is recorded for each product. One ecosystem is labeled Limited source diversity.
Product and version matchBrand, product, variant, region and available formula facts are matched before reviews enter a record.
DeduplicationExact and near-duplicate reviews are removed so repeated copies do not inflate a theme.
Review synchronizationReviews are handled against a dated collection window; stale or missing refreshes remain visible limits.
Theme extractionRecurring experiences are mapped into consumer themes such as hydration, oil control, irritation, breakouts, wear and value.
Sample thresholdSample size is reported separately from source diversity. Sufficient sample does not mean cross-platform consensus.
Risk observationRepeated irritation, breakout or other risk language is an observation, not a diagnosis or proof of causation.
Raw text boundaryUnauthorized review text, titles and reviewer identity are not republished; public pages show aggregate signals.
Separate layersConsumer reviews, product facts, scientific evidence and editorial judgment are not merged into one claim.
Reviews, facts and evidence stay distinct.
We record the source ecosystem, product and version match, collection window, sample size, inclusion and exclusion rules, duplicate handling and known bias. A frequent opinion does not become a product fact, and an ingredient study does not become finished-product proof.