Quality-adjusted AI task-time reduction — THE DESK
DATUM · M-EXIT-AI-TIME · Macro MigrationMVP
Quality-adjusted AI task-time reduction
% reduction
CADENCE Quarterly / study
LINE FRAME
0 PUBLIC OBSERVATIONS · MISSING DATA IS NOT A ZEROAWAITING FIRST READINGNO ADMISSIBLE ROOM READING
UNIT% reduction
CADENCEQuarterly / study
SOURCEMETR-RESEARCH
EPISTEMICESTIMATED
STRENGTHENS IFTime falls without reducing output quality.
WEAKENS IFGains disappear under quality control or require institutional support.
MVP TIERMVP
BOUND CLAIMS · 1
N · NUMERIC LENS — DEFINITION, DIRECTION, HISTORY
✓ CLAIMS 7e655a43… · AS OF 2026-08-02