Recommendation System for Email Campaign Personalization

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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Recommendation System for Email Campaign Personalization
Medium
~1-2 weeks
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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.