Most housing practitioners who try AI and walk away aren’t failing because the tool doesn’t work for this field. They’re failing because nobody gave them a framework for how to talk to it. This cheat sheet changes that. Six transferable techniques — few-shot prompting, step-by-step prompting, recipe pattern, self-refine, meta prompting, and guardrail prompting — built for the technical complexity of housing development and finance work.
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11 Articles
Most pro forma errors don’t show up as obvious mistakes — they survive internal review because the logic looks right but the mechanics are wrong. Mandatory soft debt treated as residual receipts. Construction interest on full commitment instead of average drawn balance. Debt sizing that applies DCR before subtracting mandatory payments. This cheat sheet corrects the formulas, labels every item as a Rule, Underwriting Standard, Market Range, or California-specific policy, and gives you the residual receipts waterfall, bond tests, and internal consistency checklist in one place.
Insurance is one of the most misunderstood requirements in real estate development — and one of the most consequential when it goes wrong. This guide covers every major coverage type used across the development and finance lifecycle, from Commercial General Liability and Builder’s Risk to Professional Liability, Pollution, Bonds, and emerging coverages like Cyber and Flood. Written for developers, lenders, and project teams, it explains not just what each policy covers, but why it is required, what it excludes, and what the most common errors look like in practice.
A free practitioner’s guide to generative AI for housing developers, lenders, and public agency staff — with 15 real use cases and ready-to-use prompts.
Construction debt is where the most money flows, the most risk is concentrated, and the most consequential decisions are made in affordable housing development. Most finance guides treat the construction period as a black box. This guide opens it — explaining how construction loans are structured, priced, sized, and managed from closing through permanent loan conversion, drawn from real California transaction term sheets and written for practitioners, not theorists.
Most housing projects don’t fail because of construction — they fail because of what didn’t happen before it. This guide covers the preconstruction disciplines, team roles, and strategic frameworks that separate projects that deliver on budget and on schedule from those that don’t.
Many housing organizations are full of talented people — yet projects still stall, decisions drag on, and staff spend hours on paperwork instead of solving real problems. The issue is rarely talent. It’s how the organization actually operates. This guide explains what operationalizing means for housing developers, agencies, and lenders — and how to start improving it today.
Everything housing practitioners and leaders need to know to begin adopting AI effectively — what it’s good for, where to start, and what to watch out for.
This guide walks practitioners through every term that matters in a LIHTC equity proposal — what it means, what market standard looks like, and where to push back. From the first equity installment at construction closing to the final holdback tied to Form 8609, from completion guaranty language to Year 15 ROFR structure, this is the field guide practitioners reach for when a term sheet lands on their desk.
Affordable housing development is a coordination problem. This guide walks development managers through the essential scheduling concepts — dependencies, critical path, float, fixed deadlines, and update practices — needed to keep complex projects on track.
AIA A201 and A102 govern nearly every aspect of a construction project — from who has authority to stop work, to how the GMP is built, to what happens when things go wrong. Most developers sign them. Few have read them closely. This field guide walks through every major article of both documents with plain-language notes written from the developer’s side of the table.