Automated B2B Lead Scoring Pipeline with GPT-4o-mini, FastAPI, and n8n

说明与用途

使用 GPT‑4o‑mini、FastAPI 和 n8n 的自动化 B2B 线索评分管道，能够在 3 秒内处理入站表单，过滤免费邮箱，抓取公司网站，评分 ICP 适配度，并将高意向线索路由到 Slack。

问题

Manual verification of inbound B2B leads delays conversion and wastes time.

结果

Lead triage completed in under 3 seconds, high‑intent leads routed to Slack, personalized replies generated automatically.

工作流

• Receive inbound form email via n8n
• Send email data to FastAPI microservice
• FastAPI filters free email providers
• FastAPI scrapes prospect domain title and meta description with httpx
• FastAPI calls gpt-4o-mini to score ICP fit (0‑100) and draft reply
• FastAPI returns structured JSON
• n8n IF node routes leads with icp_score >= 70 to Slack #sales-alerts
• n8n sends personalized reply to lead

证据

Speed‑to‑lead is the biggest multiplier in B2B sales. Waiting hours to manually check if an inbound form email is a real company kills conversion rates.

来源

By combining n8n with a Python FastAPI microservice and gpt-4o-mini, you can filter free email providers, scrape the company website live, score ICP fit (0-100), and draft a personalized reply in under 3 seconds.

来源

Enforcing JSON mode in FastAPI allows your downstream n8n IF node to route high‑intent leads (icp_score >= 70) straight to Slack #sales-alerts.

来源