Aerial view of a development site at golden hour with architectural data overlays
Pre-Development Studies · For You CDCs Port Authorities Municipalities Land Banks HBCU Campuses Faith-Based Property Communities Rebuilding

You have the land.
We give you the data
to decide what's next.

Collab is a specialized team running an AI stack, tuned for pre-development. We find the highest and best use for your land — data-driven.

Analyze Your Portfolio → How it works
Days
Not Months
Fraction
of Legacy Cost
1,000s
Scenarios Modeled
04
Intelligence Layers
HBCU Campuses· Land Banks· Faith-Based Property· Affordable Housing· Civic Catalytic Sites· Brownfield Redevelopment· Urban Infill· Mission-Aligned Developers·
§ 01 — Stop Guessing. Start Modeling.

"What should we do with this land?"
A multi-million dollar question.

Traditionally, figuring out the optimal use of land required slow, manual feasibility studies. You wait months to learn a project doesn't pencil, and by then the assumptions have shifted. We compress that answer from months to days, at a fraction of the cost.

Legacy Feasibility
09mo avg to first pencil
1 scenario

Serial consultants. Manual spreadsheets. One assumption at a time. You find out what doesn't work after the market has already moved.

Collab
AI-Accelerated Studies
Days intake to scenarios
1/10th the cost

One integrated team running a proprietary AI stack, tuned for pre-development. Exponentially faster, entirely data-driven.

§ 02 — From Raw Land to Optimized Strategy

Four intelligence layers. One coherent view on your land.

Complex data, digestible insights. Not one idea. A field of possibilities, ranked by what pencils.

01 · Layer

Parcel Intelligence

The starting geometry: boundaries, frontage, elevation, access, and site position. The base layer stays visible so every later recommendation remains grounded in the land.

02 · Layer

Zoning & By-Right

Every overlay, setback, and use category parsed against the parcel. Entitlement paths, as-of-right limits, and the variances worth fighting for.

03 · Layer

Building Fit & Envelope

What you can actually build tomorrow. No hearings, no politics. The buildable envelope the code gives you before anyone asks for community support.

04 · Layer

Highest & Best Use

The scenario that wins, ranked across cost, revenue, risk, and mission fit. The honest pencil, not the optimistic one. Board-ready, bank-ready, partner-ready.

§ 03 — Under One Roof

Proprietary AI stack.
Specialized team.

Most firms can only do one piece of the puzzle. We operate the whole stack: data, modeling, design, and civic strategy. Tuned to run together at scenario speed.

i.

Proprietary AI Stack

Data processing, large language models, machine learning, image generation. Configured and tuned for pre-development. Not a product. A tuned instrument.

ii.

Design & Finance

Massing, program, and pro formas from people who've actually drawn buildings that got built and stress-tested capital stacks that closed. Site logic, not slideware.

iii.

Civic Legitimacy

Real relationships in the rooms that matter. Stakeholder intelligence from people the community already trusts. Because the scenario that pencils still has to land.

"The deliverable isn't a slide deck. It's a workbook. Every assumption exposed, every scenario ranked, every number traceable. The thing your board, your bank, and your community can all read the same way."
§ 04 — The Deliverable

Not a deck. A workbook.

Every Collab engagement produces an interactive site workbook with zoning, by-right scenarios, finance, and renderings. All traceable to assumptions.

Here's a case study, in partnership with Homebase Cincinnati: a complex multi-parcel land bank assemblage, modeled as a multi-million dollar mixed-use housing project.

Partner
Homebase Cincinnati
Site
Mount Airy, OH · Colerain & North Bend
Scope
Multi-Parcel Landbank Assemblage
Project
Multi-Million Dollar Mixed-Use Housing
Open Sample Workbook ↗
colerain-landbank · site-workbook.html
§ 05 — Who We Build For

Land with a mission attached.

We work with landowners and mission-aligned developers in community-rooted contexts. Organizations whose projects need to pencil financially and land well in the community.

Landowners

  • HBCU Campuses
  • Land Banks
  • Faith-Based Property
  • Civic & Municipal Sites

Developers & Partners

  • Mission-Aligned Developers
  • Affordable Housing
  • Brownfield Redevelopment
  • Urban Infill

Capital Providers

  • CDFIs
  • Impact Funds
  • Foundations & Endowments
  • Mission-Aligned Capital
N 39°06′ · W 84°30′ Ohio River · Mile 470
Cincinnati skyline across the Ohio River at twilight with the Roebling Suspension Bridge in the center
Downtown Cincinnati · Covington, KY Render · CIN-01
Now serving Greater Cincinnati & Northern Kentucky.
Bring Us The Parcel

You have the land.
We'll do the math.

Send us the parcel, the constraints, and the ambition. In days we'll return a ranked set of scenarios, with the assumptions exposed, the numbers traceable, and the story your board, bank, and community can all stand behind.

Start a Site Study ↗ See a Sample Workbook