Case Study · Intro Homework — matching unlisted homes with qualified buyers

Designing a market for homes that aren't listed

Half the property market never appears anywhere: owners who would sell to the right buyer, and buyers already qualified to make the offer. I designed Homework to match the two quietly, so a homeowner can see real interest in their home without ever listing it publicly.

Homework homeowner experience on desktop beside a buyer property view on mobile
Role
Founding designer through Do AI: strategy, brand, product design, implementation and analytics
Project Type
0 to 1 marketplace
Status
Active commercial product
  • Product Strategy
  • Brand and Identity
  • Product Design
  • Implementation
  • Experiment Design
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Creating value before the marketplace existed

The property market gives homeowners a binary choice: list publicly or remain invisible. Buyers see only the small fraction already for sale, while owners who might move for the right offer have no controlled way to participate.

Homework set out to create that middle ground. The immediate product challenge was the cold start: why would either side join while the other was still missing?

We began with buyers because AI-powered property analysis could provide value independently of marketplace supply. Public records could be brought together and explained for any address, giving someone a reason to use Homework before that property’s owner had joined.

Homework home screen with one address search over a map of properties
The starting point is any address, rather than a feed limited to properties already listed for sale.

Claiming a home could not mean listing it

The homeowner proposition depended on control. Taking ownership of a property page needed to feel like a small, reversible step—not the start of a public sales process.

I made that distinction structural. A property moves through separate states, and its owner can stop at any one of them indefinitely.

UnclaimedClaimedVerifiedPassiveOn-market

Claiming, verifying and being open to offers are separate decisions. Private draft mode lets someone prepare a complete property profile without appearing publicly or signalling an intention to sell.

My role from blank page to working product

As founding designer through Do AI, I led product design and brand, contributed to product strategy, worked in the codebase alongside the engineering team, and established the analytics and experimentation framework.

That meant working across the marketplace model, information architecture, property states, buyer and homeowner flows, interface design and implementation—while deciding what the product needed to prove next.

Homework is an active commercial product. I share the detailed experiments, commercial results and current product decisions in a private walkthrough.