A visible method for every claim, comparison and field record.

Four evidence states

Material statements are labeled by how we know them.

• Tested: observed in a documented workflow or product trial
• Interviewed: attributed to a named operator, founder or specialist
• Desk research: supported by primary documents or clearly cited sources
• Company-supplied: provided by a vendor and not independently demonstrated

Original value before publication

A publishable page must add at least one non-commodity layer: a test, structured comparison, original dataset, workflow map, expert interview, calculation, annotated example or defensible editorial point of view.

Source and fact-check protocol

Claims are checked against the strongest available primary source. Dates, samples, geography and limitations travel with statistics. Sources are listed in a page-level ledger instead of hidden in generic attribution.

Freshness and archives

Every article shows published and modified dates. Living pages are reviewed after product changes, new data, regulation or a material market shift. Obsolete pages are updated, archived with notice or redirected; dates are never changed without a substantive revision.

Data publication

Original benchmarks disclose schema, sample threshold, exclusions and calculation method. Compiled statistics retain their original scope and downloadable source ledger.