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Real estatePattern2025 · Production
LeadFlow Realty
Pattern: lead capture + CRM + brief
Speed-to-lead and CRM hygiene, not magic scraping
Independent real-estate agency
Context
Delivery pattern for sales teams: capture requests (form, email, allowed sources), dedupe, score intent, propose a CRM write and a morning brief. Portals: prefer APIs / legitimate exports; aggressive scraping is not a case argument.
Challenge
Unlogged notes, forgotten weekend contacts, incomplete CRM. Market data shows minutes-level reply changes qualification (speed-to-lead studies).
Solution
Allowed sources → parse / normalize / dedupe → CRM draft + weekend HITL → morning digest (top leads, next action).
Results
- Ambition: weekend captures handled day-0
- Less manual CRM entry (order: a few hours / week)
- Recurring sales brief
- Controlled CRM writes during burn-in
