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FlagshipLIVE

Multi-Agent CRE Underwriting

A team of specialist agents underwrites commercial real estate deals end to end — rent-roll parsing, comp analysis, risk memo, in minutes instead of days.

How it works

Placeholder — real architecture write-up goes here: agent roles, orchestration graph, data sources, and the guardrails around the underwriting output.

OM data (JSON outputs)
Rent Roll data (JSON outputs)
parallel threads
e.g. OM says 10 units, Rent Roll lists 8
High / Medium / Low
3% industry-standard growth rate for rents and expenses
OM (PDF)
Rent Roll (Excel/CSV)
Orchestrator
OM Extractor
  • Parses PDF to text via pdfplumber
  • Extracts market growth rates
  • Extracts operating expenses
  • Extracts CapEx/tax
Rent Roll Extractor
  • Parses Excel via pandas
  • Parsed lease units
  • In-place rent calculations
  • Occupancy counts
Auditor / Reconciler
Human Escalation
DCF Modeler
  • Gross Potential Rent
  • Effective Gross Income
  • Net Operating Income
  • Cash Flows
  • Equity Multiple
Reviewer
  • Runs stress tests
  • Emits confidence score

Tech stack

PythonLangGraphFastAPIPostgreSQLNext.js

Demo coming soon

This one isn't wired up to a live instance yet — check back shortly.