Under the hood.
One campaign, five agents, and the sovereignty line that decides which model touches what.
Live walk-through · Autumn win-back · DE + NL
Click an agentBuilt a 184,000-customer audience in the warehouse: lapsed 90 days, consent valid, complaint-free, return-rule applied. 0 rows left Snowflake.
The line the campaign never crossed
The feedback loop
The planner ranked the 25% voucher as the top-converting DE variant.
The human chose brand over projection, and said why.
The planner now weights brand rules above conversion projections for DE. Escalations on DE campaigns fell from 6 a week to 1.
Decision transparency: the DE escalation
Change detection · the business moved, the rules followed
9 rules updated, 2 suppression rules added, records of processing amended. Zero manual reconfiguration.
Tone rules recompiled from the new guidelines. 14 templates re-validated overnight.
9 retired journeys archived, suppression logic consolidated, 3 orphaned triggers found and closed.