DATUM · M-EXIT-AI-ADOPTION · Macro MigrationMVP
Business AI use rate
% of businesses
CADENCE Biweekly / periodic
LINE FRAME
0 PUBLIC OBSERVATIONS · MISSING DATA IS NOT A ZEROAWAITING FIRST READINGNO ADMISSIBLE ROOM READING
UNIT% of businesses
CADENCEBiweekly / periodic
SOURCECENSUS-BTOS
EPISTEMICOBSERVED
STRENGTHENS IFAdoption broadens beyond large firms and technology sectors.
WEAKENS IFUse remains narrow, temporary, or nonproductive.
MVP TIERMVP
BOUND CLAIMS · 1
MAC-EXIT-001How much productive autonomy is available today?READY_UNSCORED
N · NUMERIC LENS — DEFINITION, DIRECTION, HISTORY
✓ CLAIMS 7e655a43… · AS OF 2026-08-02