Case 12 · Content Factory Multi-Model A/B · Client Conversion +21% · Per-Piece Cost -30% · Human Review -50%¶

TL;DR: Content Factory Multi-Model A/B · Client Conversion +21% · Per-Piece Cost -30% · Human Review -50%. Direction: Multi-Model Routing. Scale: content agency. Hard KPI: client conversion +21%, per-piece cost -30%, human review -50%. Tech: per-prompt A/B across GPT-4o / Claude 3.5 / AW36-Max / DeepSeek, auto-selection. My role: A/B platform, scoring model, client integration. Client name anonymized under NDA.

• Direction: Multi-Model Routing
• Industry: content-marketing
• Scale: content agency
• Hard KPI: client conversion +21%, per-piece cost -30%, human review -50%

Problem¶

Content-agency client outcomes vary widely; different models suit different styles; no single model fits all clients.

Solution¶

Per-prompt A/B across GPT-4o / Claude 3.5 / AW36-Max / DeepSeek, auto-select by outcome scoring.

Tech Stack¶

per-prompt A/B across GPT-4o / Claude 3.5 / AW36-Max / DeepSeek, auto-selection

Result (Hard KPIs)¶

client conversion +21%, per-piece cost -30%, human review -50%

My Role¶

A/B platform, scoring model, client integration

Related¶

• Full 20-case portfolio · Direction · Multi-Model Routing
• PDF one-pager
• 中文原页

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Client name anonymized · KPIs verified · Real client name disclosable under NDA.