Performance measurement systems are commonly treated as instruments of transparency and control. Yet embedded longitudinal observation in hierarchical organizations suggests a paradox: as dashboards approach representational perfection—compliance rates rising, reporting gaps disappearing, indicators turning uniformly green—organizational knowing may decline. This paper theorizes this paradox as metric blindness: a structural epistemic condition in which increasing measurement sophistication reduces epistemic accuracy by privileging codified legibility over lived operational intelligence. Drawing on a twenty-year longitudinal insider study in a large private security organization operating in a high-risk North African context, the analysis develops a mechanism-based explanation of how metric blindness stabilizes over time. Three mechanisms are traced: (1) shadow systems that preserve non-legible intelligence outside formal visibility; (2) escalation filtering, in which anomalies become non-formulable or travel upward only through forced translation that neutralizes their risk content; and (3) confidence–anxiety divergence, where leadership infers governability from dashboard calmness while frontline coordination absorbs hidden strain. The paper extends work on metric reactivity and audit cultures by shifting from behavioral "gaming" to architectural epistemic asymmetry; it advances silence theory by distinguishing intentional silence from structural silence; and it positions metric blindness as organized ignorance produced by design rather than intent. Finally, it introduces dual visibility structures as a theoretical governance principle for epistemic resilience: sustaining the paradox of accountability and learning by separating evaluative and exploratory epistemic channels.