AI agents / Research
Research that runs every day without tying up the team
US real estate research and outreach
Multi-agent research system architecture
Inbound leadmessage
Intent analysisclassify
Qualificationrules + context
CRM stageupdate
Human approvalwhen needed
This architecture moves information through connected system steps. Oxblood connectors indicate the primary route. Human approval remains available where needed.
The problem
The team needed structured research across grants, investors, and land opportunities without receiving a stream of disconnected alerts.
The system
Two AI agents collect and structure opportunities, Claude scores them against the fund criteria, and the workflow prepares outreach for human approval.
The result
The team receives one approval briefing with the opportunities worth reviewing.
TECHNOLOGIES
n8n · Claude · Airtable · APIs · Scraping