

Proptech SaaS
Prototype With 30% Failure Rate Shipped To 99.9% Uptime. Valuation Targets Surpassed.
Flow Intelligence
Role
Hardcoded OpenAI integration: 20 predefined questions, no persistent memory, no security filtering
Real estate operators pulling data manually, making critical revenue decisions too late
Platform lacked proprietary AI value, limiting valuation and go-to-market positioning.
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Solution
Algorama re-architected the backend with a true multi-agent system connected directly to the database via a semantic layer, with role-based security contexts and custom MCPs. The passive reporting dashboard became a live decisioning platform that proactively analyzes demand, recommends pricing actions, and executes across connected systems.
Key Wins
Surpassed functionality, time-to-market, and valuation targets
30% failure rate to 99.9% production uptime
Passive reporting tool to enterprise decision platform
Tech Stack:
OpenAI Agents SDK
Nango
Cube JS
Azure SQL
Custom MCP Server
Production Development