Same client. Second project. Bigger scope.
Industry: Real Estate (bank foreclosure auctions) · Team: 5 people · Revenue: €1M/year · Same client, second project. Phase 1 built the CRM and AI document analysis. Phase 2 automates the entire workflow around it - every step the team was still doing by hand.
The Foundation Was Solid. The Workflow Around It Still Wasn't.
Phase 1 transformed document analysis - 10 hours to 1 per auction. But once a property entered the CRM, the team still manually created Drive folders, pulled map locations, compiled post-auction summaries, posted Telegram updates, and archived completed deals. Better tools, still manual work surrounding them. About 4 hours per day consumed by steps that could - and should - run automatically.
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Manual Property Setup for Every New Auction
Each new property required creating a Google Drive folder, pulling the Maps location, and organizing files by hand. Zero value added, significant time consumed.
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Manual Post-Auction Reporting
After every auction, someone compiled all data manually and wrote a structured Telegram update for the team. Inconsistent, time-consuming, human-dependent.
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Manual Archiving
Moving completed auctions to archive was done by hand. Another routine task with no decision-making involved - perfect for automation.
history The "Before" State
~4 hours/day
What We Built: The Full Auction Lifecycle on Autopilot
Property arrives → system sets up → auction runs → AI summarizes → team notified → archive. Every step. Automated.
Automated Property Setup
Trigger: new property enters the CRM database → script automatically pulls Google Maps location → creates a structured Google Drive folder for photos and documents. Zero manual steps. Property is fully set up before anyone opens it.
AI-Generated Telegram Summaries
Post-auction: AI analyzes all collected property data → generates a structured summary → posts it automatically to the team Telegram channel. The team receives consistent, formatted updates after every auction - without anyone writing them.
Automatic Archiving
Completed auctions are automatically moved to archive when the deal closes. No manual cleanup. The active database stays clean, the history stays organized, and nobody has to think about it.
trigger
coordinates
structure
summary
team
on close
check_circle The "After" State
decisions only
Measured Impact
"The best projects don't end. They deepen. Phase 1 changed what they analyzed. Phase 2 changed how they operate - every single day." - Hushflow project team
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