Feedback & Learning Loop

Audience-level outcomes (wins/losses/inconclusive) are logged with segment context, feeding the recommendation engine for better future targeting. Patterns of recurring wins (e.g., geo-localized H1 + testimonial image) are surfaced at campaign/account level and synthesized across clients to improve defaults.