Here is a problem every buyer with a shortlist knows: ten homes, similar prices, similar photos, similar ZIP codes, and no way to tell which ones deserve your next three weekends. Below is what that problem looks like after the appreciation screen: ten real scored homes from one metro, anonymized, with the ordered queue that falls out of the read.
What is real here, and what is framing
Ten homes, screened
| Home | Type | Price | Within-market tier | Direction vs its market | Confidence | What to do next |
|---|---|---|---|---|---|---|
| Home A | Single family | $450,000 | Top fifth | Well above its market | Medium | Front of queue |
| Home B | Single family | $604,800 | Top fifth | Well above its market | Medium | Front of queue |
| Home C | Single family | $519,000 | Upper-middle | Slightly above its market | Medium | Standard review |
| Home D | Single family | $612,000 | Upper-middle | Slightly above its market | Medium | Standard review |
| Home E | Single family | $549,000 | Middle | ≈ tracks its market | Medium | Standard review |
| Home F | Single family | $460,082 | Middle | ≈ tracks its market | Medium | Standard review |
| Home G | Single family | $595,000 | Lower-middle | Slightly below its market | Medium | Back of queue |
| Home H | Single family | $455,000 | Lower-middle | Slightly below its market | Medium | Back of queue |
| Home I | Single family | $555,000 | Bottom fifth | Well below its market | Medium | Back of queue |
| Home J | Condo | $569,500 | Middle | ≈ tracks its market | Low | Data review first |
Real model output, one metro, homes anonymized. “Direction vs its market” describes how homes in that tier have historically performed relative to their own local market, as a group pattern, not a per-home prediction. Tiers are relative positions within a market, not forecasts.
On price alone, these ten are nearly interchangeable: a $455k home sits in the bottom tier while a $450k home sits in the top one. The screen separates them on a different axis: how each home is positioned to appreciate within its own market, how much measured history stands behind that position, and how confident the read is.
What falls out: an ordered queue
- Two homes move to the front. Homes A and B sit in the top fifth of their market, the tier whose homes have historically out-appreciated their own market by the widest margin. They earn the deep look first: full inspection, comp scrutiny, negotiation planning.
- One home needs its data checked before it can compete. Home J's read is flagged low-confidence on too little local evidence, so its middle tier is not comparable to the others until a human reviews it. The flag is the product working, not failing.
- Seven homes wait. Deprioritized, not rejected. The middle tiers track their market or carry slight measured drag; if the front-runners fall through on a closer look, the queue is still ordered.
The progression, using only what the data supports: ten homes screened → two prioritized for a closer look → one routed to data review → seven deprioritized with reasons attached. Which of the two front-runners becomes the offer is decided by your own review: condition, negotiation, and the buyer's own criteria, not by the screen.
The boundary, plainly
Run your own shortlist
The screen reads one address at a time, so start with the home you keep coming back to and work down your list. Each read returns the within-market position, measured edge, confidence, and drivers behind it. Start with how to evaluate a property for appreciation for the method, or run an address through the property appreciation analysis to see it on a real home.