實戰範例
Lead 補全
用結構化擷取從公司網站補全 CRM Lead
給定一份公司 URL 清單（來自 CRM、註冊表單或人工上傳），從中拉出結構化的公司情報 —— 產業、員工數、技術棧、聯絡管道 —— 再寫回 Lead 紀錄。
Schema
{
"type": "object",
"properties": {
"companyName": { "type": "string" },
"industry": { "type": "string", "description": "Primary industry from the homepage / about page" },
"employeeCount": { "type": "string", "description": "Headcount band, e.g. '11-50'" },
"headquarters": { "type": "string", "description": "City, country" },
"contactEmail": { "type": "string" },
"linkedinUrl": { "type": "string" }
},
"required": ["companyName"]
}實作
import httpx
API = "https://openapi.thunderbit.com/openapi/v1"
H = {"Authorization": "Bearer YOUR_API_KEY"}
leads = [
{"id": "lead_1", "url": "https://acme.com"},
{"id": "lead_2", "url": "https://stripe.com"},
]
job = httpx.post(f"{API}/batch/extract",
headers=H,
json={"urls": [l["url"] for l in leads],
"schema": SCHEMA,
"webhook": {"url": "https://your-server.com/webhook/leads",
"secret": "whsec_..."}}).json()Webhook 觸發後，把 results[].url 對回你的 lead ID，再把結構化欄位寫進 CRM。
小技巧
required盡量精簡 —— 很多小公司網站不會每個欄位都齊全- 加一段「best-effort」流程：若
contactEmail缺失，順便 distill/contact頁 - 以 domain 做快取 —— 同一個 domain 通常每月補一次就夠
相關
本食譜將補充 CRM 整合 pattern（HubSpot／Salesforce）—— 敬請期待。