The standard for AI by asset class

The details that change the deal.

Fifteen worked cases show what happens when the controlling asset-class details are carried through the model. Each article begins with a current deal record and follows the change into NOI, debt, equity or returns.

Living

7 worked cases

Multifamily · 15 minute read

Reforecasting multifamily NOI when the rent roll runs ahead of collections

A 286-unit acquisition rebuilt from occupancy, concessions, collections, utility recoveries and current operating expense.

Read the case

Build-to-rent · 15 minute read

Reforecasting build-to-rent from home delivery to occupied days

A phased community carried from builder completion through owner acceptance, rent-ready inventory and occupied home-months.

Read the case

Condominium development · 15 minute read

Reforecasting a condominium development after a 45-day delay

A completion delay carried through unit closings, release payments, remaining draws, interest and equity.

Read the case

Student housing · 15 minute read

When student-housing preleasing outruns executed rent

A bed-level lease-up rebuilt from applications, executed leases, guaranties, concessions and academic-year collections.

Read the case

Senior housing · 15 minute read

When senior-housing occupancy improves faster than the labor model

A resident-day forecast carried through care mix, agency labor, staffing ratios and operating margin.

Read the case

Affordable housing · 15 minute read

Underwriting affordable housing before post-rehab rents become effective

A rehabilitation case carrying restricted rents, resident qualification, relocation and conversion timing into permanent debt.

Read the case

Manufactured housing · 15 minute read

When site occupancy hides the rental-home case

A community separated into resident-owned homes, occupied rental homes, turns and homes held for resident sale.

Read the case

Bring the live case

Review the source files, model and asset-class mechanics in one working session.

Request a working session