This page contains the evidence we are comfortable using as product proof today. It intentionally excludes incomplete research lines, weak benchmark pockets and results that would create a misleading flagship claim.
Research / benchmark lines such as FiFAR, ULB, Cognitive Gate and other exploratory datasets remain R&D evidence rather than customer SKUs. Benchmark pockets that are weaker or incomplete are not converted into broad marketing claims.
Independent security assessment, paid design-partner pilots, customer-labelled Shadow Mode results, production references and repeatable commercial outcomes would move Mizan from controlled technical evidence toward external validation.
