Consumerative is in beta. Searching a webshop opens its published evaluation if one exists; otherwise you can request an analysis on that page. Results may be incomplete — verify important information in the listed sources.

Consumerative

Methodology

How Consumerative collects, validates and presents information, and why the Consumerative Score is withheld during beta.

Data collection and validation

Information is gathered per field, using a defined field catalogue with stable field keys. AI may help collect candidate values. Candidate values are validated against their source before they are stored as facts, and each fact keeps its own evidence, source and confidence.

Unknown is a valid answer

When information cannot be established, it is shown as Unknown. Unknown is never treated as a negative finding, and it is never replaced with a guess or an inferred value.

Attention flags

Items listed under "Needs attention" are produced by methodology rules applied to validated data. They point to concerns, inconsistencies, missing critical information or material policy gaps. They are not a written verdict about the store.

Consumerative Score

The score will be shown as a percentage with an accompanying status and confidence. Score weights and thresholds are part of the methodology, not the design.

The scoring methodology is not approved yet, so no score is calculated or displayed during beta. Current methodology version: 0.1-draft.

Reviews from other platforms

External reviews are contextual signals, never verified company facts. Cross-platform review aggregation is deferred and is not part of any evaluation yet.