Parsing Property Portal Lead Emails Into Clean Records Before Any AI Touches Them

Описание и применение

Преобразование писем с лидами из порталов недвижимости в структурированные записи упрощает последующую автоматизацию, включая дедупликацию и AI‑обработку.

Задача

Property portals deliver leads as unstructured notification emails, making downstream AI follow‑up and deduplication difficult.

Результат

Structured lead records simplify deduplication, follow‑up timers, and AI‑driven extraction of free‑text details, reducing errors and manual intervention.

Рабочий процесс

• Identify sender via From header
• Select appropriate parser for that sender
• Use regex to extract name, phone, email, listing reference, and message
• Add metadata: source, raw_id, received_at
• Validate required fields and contact presence
• If validation fails, route email to human with reason
• Store clean record for downstream use

Доказательства

Many property portals still deliver leads to small agencies as notification emails. Before you add an AI assistant to the follow-up, turn those emails into clean, structured records.

Источник

Each portal formats its emails differently, so write one small parser per sender address and route by the From header.

Источник

If validate returns anything, send the email to a person with the reason attached. Do not guess.

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