Founder self-reported(2026-09-20) ToolFully agent-automatedMulti-agentLangGraphCustom

AI写作Tool站

Original story in Chinese

通用AI写作Tool8个mo关停,累计Loss-making4.6万的完整失败复盘。Shape:Web 写作Tool(freemium)。

Founder background

阿
阿码 · Founder投稿 · 失败复盘

独立开发者,全栈,单人对Product、投放与运营全权负责。

Agent Architecture Explained

1 agents working together · humans only handle exceptions

长文生成 Agent

多段规划-生成-润色流水线,Free额度被脚本薅穿。 Framework:LangGraph

Automation workflow chain (full node details for members)
Content投放
→
长文生成 Agent
→
Free额度风控
→
付费转化

Acquisition channel:KOL 测评 + Free额度,CAC ¥38 vs ARPU ¥11

🔒 Full node details, prompts and cost reviews are member content

Cost & revenue breakdown

Item-by-item spend and real profit margin · data from founder-provided billing screenshots

Full cost breakdown is member content

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Pitfalls and lessons learned

Problems exposed in operation (free warning)

生成质量不稳定导致退款率 18%;羊毛党伪装正常流量,风控 Agent 上线已晚。

Full pitfall review is member content

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Future iteration plans

  • 无(已关停),转做 AI 简历诊断新项目