Visibility across regulated sectors stabilized this week but failed to regain parity across assistants.

Finance and pharma brands rebounded modestly, while aviation and telecom drifted further outside reproducibility thresholds.

Total regulated-sector Revenue-at-Risk (RAR) now exceeds $1.1 billion per month, with average reproducibility variance widening to 6.3 percent.