about transparency lab
facts over narratives. data over spin.
our mission
news outlets, politicians, and corporations feed you segmented data. they use broad statements, hide contradictions, and separate promises from outcomes. we give you the full picture— interactive, transparent, and explorable.
why this matters
context missing
you see one quarter's results, not the five-year trend. one study, not the contradicting research. one promise, not the failed delivery.
narratives over facts
media sells stories. we present data. you decide if "record breaking" means anything when you can see all the records.
open methodology
our contradiction detection algorithms, severity ratings, and categorization logic are transparent. every claim is sourced. every metric is verifiable. no editorial spin—just the full dataset.