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5 personas — Brand Marketer / Insights / D&A · MarTech / CRM · LG Members / MD · Channel Sales

3-BU integrated KG with 25 classes — Customer / Product / Transaction / Channel / Operations · External

Eight core scenarios for marketing innovation. Data mix (first-party + 4 external types) is specified for every scenario

PII-masked first-party data + 50K synthetic + 4 external type specifications and cohort_tag separation strategy

Bedrock + Neptune + OpenSearch + AgentCore + Cohere — a single architecture that delivers a working demo in 8 weeks

Integrated semantic search across first-party SKU · Member · Reviews + external social reviews (Olive Young · X)

Per-department autonomous tool-invoking chatbot — Bedrock Sonnet + AgentCore Memory + 12 tools

Automated report cards combining first-party GMV + search trends + weather + competitors

Auto-classified lifestyle personas + RFM × Category affinity KMeans integrated

Omnichannel (Owned mall/Mart/H&B/SNS) Bayesian attribution + search · SNS response combined

First-party GMV × 4 external types (social · weather · economy · competitor) macro analysis

A single member's owned mall → SNS ad → Olive Young → Mart → Repurchase single timeline crossing BUs · channels

Bedrock Guardrails + marketing consent + PII masking + minor cosmetics guard

30-minute demo for LG H&H Marketing executive meeting — Top-5 (S1·S2·S3·S5·S7)