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Case study · Builders Patch

SiteMatch

Affordable housing developers spend months evaluating potential sites — manually, without data. SiteMatch surfaces the best sites based on estimated QAP score, so developers can find and secure funding faster.

SiteMatch
Company
Builders Patch
Focus
B2B · Site Selection · QAP Optimization
Timeline
Jan – May 2023

Background

A process built on guesswork and regulation.

Affordable housing development is one of the most complex and bureaucratic processes in real estate. Developers rely on a government scoring system — the QAP (Qualified Allocation Plan) — to secure LIHTC tax credit funding. The higher their QAP score, the better their chances. But navigating QAP criteria across 50 states, with constantly changing policies and scarce data, is nearly impossible to do accurately at speed.

Funding
Scarce funding
Construction costs are rising while profits are capped by rent limitations. Every point of QAP score matters.
High demand
High demand, low return
Affordable housing is urgently needed, but the development process is longer and more complex than market-rate projects.
Government dependency
Government dependency
Region-specific policies and requirements shift constantly. Developers need to stay current across multiple states.

Research

10 expert interviews. One clear opportunity.

We interviewed developers, architects, and consultants working in affordable housing along the East Coast to understand where the real friction was. The answer: site selection. Developers had no reliable tool to identify and evaluate sites against QAP criteria — they were doing it manually, with outdated information, from scattered sources.

What is QAP? The 5 selection criteria developers must optimize against

QAP breakdown

Value opportunity analysis — where in the process could we actually intervene?

Value matrix
Value task

Defining criteria — the 7 values developers prioritize

Defining Criteria

Design thinking

Three concepts. One winner.

After a Build-a-thon with Crazy 8 ideation and physical wire-framing, the team converged on three concepts — each solving the problem from a different angle.

Brainstorming
SiteMatch
SiteMatch · chosen
Surfaces best sites based on estimated QAP score. Directly solves the site selection problem.
SiteGPT
SiteGPT
Conversational guidance for developers. Broader scope, harder to scope for MVP.
SiteScope
SiteScope
Browser extension to save and analyze sites. Too passive — doesn't proactively surface opportunities.

Co-design workshops with developers, architects, and multi-housing experts

Co-design
Affinity mapping

Final design

Find the right site. Score it. Win the funding.

SiteMatch is a one-stop platform for reliable, integrated, and up-to-date site information — organized around what developers actually need to decide: which site gives them the best shot at funding.

Storyboard
User flow
Site search & filter
Filter potential sites by location, preferences, and market demand to find optimal development opportunities.
QAP calculator
Estimates potential QAP scores per site — identifying which sites have the highest probability of securing funding.
Site comparison
Compare multiple sites side by side, ranked by QAP score, so developers can make confident decisions fast.
Live data
Data scraping and parsing keeps site information current — no more stale spreadsheets or manual research.

Impact

Value delivered.

SiteMatch reduces pre-development time to under 12 months, centralizes scattered site data, and gives developers a clear path to maximizing their QAP score — and their chances of securing LIHTC funding.

Lessons learned
Experience level shapes everything. New developers want simplicity; experienced developers want their existing workflows respected. Show deliverables to users as early as possible — in complex B2B, knowledge gaps are wide and data gets messy fast. Pivot, prototype, co-design, and workshop continuously.