The CRE Tech Leader's Guide to AI Implementation
From Pilot Projects to Production Systems: A Framework for Deploying AI Across Deal, Underwriting, LP, and Asset-Management Workflows
Free Ebook
The CRE Tech Leader's Guide to AI Implementation

TL;DR
Plan a bounded CRE AI workflow with build, buy and orchestration questions, retrieval and fine-tuning trade-offs, actual data-flow checks and suggested vendor scorecards. Architecture labels do not establish correctness, privacy, no-training terms or production acceptance. This free 4-chapter guide covers build vs buy: the real tradeoffs for cre firms, rag vs fine-tuning: the technical decision framework, security & compliance checklist, and more.
Plan a bounded CRE AI workflow with build, buy and orchestration questions, retrieval and fine-tuning trade-offs, actual data-flow checks and suggested vendor scorecards. Architecture labels do not establish correctness, privacy, no-training terms or production acceptance.
What's Inside
Build vs Buy: The Real Tradeoffs for CRE Firms
Compare the actual task, access, integration, maintenance and acceptance conditions.
RAG vs Fine-Tuning: The Technical Decision Framework
Evaluate retrieved evidence and behavior changes without promising correctness, private processing or no training.
Security & Compliance Checklist
Map actual data flows, provider terms, allowed operations, review, export and revocation; unresolved controls stay unresolved.
Vendor Evaluation Scorecard
Suggested weights and a blank cost worksheet; no validated provider rank or typical cost benchmark.