Three engagements. Three stories the data is telling.
Different organizations, different record types, and different industries. What follows are real, anonymized findings from engagements — each one read at the level where governance lives. None of these were obvious from a standard review. All of them were already in the record.
Finding · CAPA Review
SPECIALTY FOOD MANUFACTURER · 291 RECORDS
Recurrence is the signal. Closure is the noise.
A review of 291 CAPA records spanning five years identified 51 distinct issue categories. 23% recurred following prior corrective action — meaning nearly one in four problems returned despite documented fixes.
Recurrence at this rate is a structural signal. It indicates corrective actions are addressing symptoms rather than the conditions producing them.
Finding · CAPA Review
INGREDIENT BLENDING OPERATION · 480 RECORDS
Where administrative resources get concentrated
Nine gate categories map where the system is structurally weak. One row expanded below — the highest administrative response rate in the dataset, with the leadership question the data raises.
Pattern
Highest administrative response rate in the dataset. Barriers degrading and remaining in service. Three open CAPAs reflect grates removed from mainline, foreign material events, and unresolved super-sack protocols.
Regulatory Implication
A degraded barrier kept in service is not a deviation from the preventive control — it is evidence the preventive control was never designed to hold. The regulator's question is whether the system was architected to allow this.
Leadership Question
What is the defined standard for when a degraded barrier must be taken out of service — and who has the authority to make that decision independent of production pressure?
Finding · CAPA Review
REGIONAL PROTEIN OPERATION · 241 RECORDS
Hidden risk in a trajectory the system didn’t know it was capturing
241 inspection records produced 607 individual signal instances across a 30-month observation window. The recurrence rate climbed year over year — from 59% to 68% to 78% — across the three dominant governance conditions.
Eight critical-designated signals appeared in the final 22 days of the record. The pattern was readable in the data well before that.
Percent of signals classified as recurring · 30-month window.