Implementation of AI Email Campaign Recommendation Personalization
Email campaign personalization shifts from "put in name" to individual product selection, send time and email subject for each recipient. ML personalization increases Open Rate by 20-40% and CTR by 50-100% compared to mass mailings.
Batch Generation for Email Campaign
Typical email personalization results: Open Rate 22-35% (vs 15-20% generic), CTR 3-8% (vs 1-2%), Revenue per Email $0.15-0.40 (vs $0.03-0.08). Important technical constraints: LLM-generation of 10K subjects takes 15-30 minutes, so for large bases need to pre-generate templates.







