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

Description and use

Converting property portal lead emails into structured records simplifies downstream automation, deduplication, and AI processing.

Problem

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

Outcome

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

Workflow

• 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

Evidence

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.

Source

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

Source

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

Source