Directories die by duplicate or stale descriptions
Marketplaces often inherit repetitive blurbs from CSV imports or owner submissions. Search engines collapse those clusters; users bounce when pages feel interchangeable.
Listing Pilot introduces repeatable playbooks: segment listings by template, apply variant prompts, and enforce minimum richness thresholds before sync.