An actual run · Montgomery & Prince George’s County

505 candidates. 50 letters.

A home-services client asked for work near their base — close enough to drive to, and few enough to actually follow up on. This is what the system produced, what it threw away, and why. Every figure below is an aggregate. No individual record from this run appears on this page or ever will.

What the client asked for

Two things, both ordinary. Keep it close to the base — a small crew loses the margin on a job the moment the van spends an hour in traffic. And keep it short — they wanted the fifty best, not everything that qualified, because fifty is what one person can personally follow up on in a month.

Three kinds of work were in scope: aging-in-place improvements, general repairs, and make-ready work on properties between occupants. That mix is what decides which records matter, because a property that suits one does not necessarily suit the others.

The funnel

505
Candidates identified
Properties in the two counties where a public record indicated upkeep or repair work was more likely than at the house next door.
160
Withheld, and never delivered
Pulled out for distance or data-quality problems before the client saw them. Broken down below — this is the interesting part.
50
Ranked, delivered and mailed
The top fifty by rank within the service radius. Aging-in-place 22 · repairs 20 · make-ready 8.

The gap between 505 and 50 is not all rejection. Some qualified records simply ranked below the cut-off the client asked for, and they stay in the pool for next month rather than being mailed now.

Why 160 records were thrown away

This is the part most list vendors never show you, because a bigger number looks better on an invoice. Every withheld record is logged with the reason it was withheld.

152
Outside the service radius, or distance could not be measured
Beyond eighteen miles from the base, or an address that could not be resolved well enough to measure honestly. A lead you cannot service is not a cheap lead, it is a wasted stamp — and an unmeasurable one is a guess.
7
Implausible house age, flagged for verification
Records showing a structure 113 to 137 years old. Some Maryland houses genuinely are that old. Most records that say so are wrong, and no contractor should learn which by sending the letter.
1
Year built recorded as 1900 — a placeholder, not a date
1900 is what a lot of county systems store when the real year is unknown. Treated literally it produces a letter about somebody’s "126-year-old home." The system knows the difference and holds the record back.
That last one is a single record out of 505, and it is the one worth paying for. A list that does not catch it hands a small business a letter that makes them look careless to exactly the homeowner they were trying to impress.

What the fifty looked like

11.1 mi
Median distance from the client’s base. Longest on the list: 16.6 miles. Seventeen of the fifty were inside ten.
$422,783
Median assessed value, ranging from $288k to $891k. About $19.5M of property across the fifty.
1953
Median year built. Twenty-five of the verified properties predate 1960 — the deferred-maintenance profile.
42 of 50
Property details independently verified against the state record. The other eight were flagged as unverified rather than quietly passed off as confirmed.

Twenty-four properties in Prince George’s County, eighteen in Montgomery, the remainder unassigned pending address resolution. Every row carried the work worth quoting at that specific address — gutters and downspouts, exterior caulk and trim rot, door seals, smoke and CO alarm replacement at the ten-year mark, stair rail and grab-bar checks, water heater age and pan checks — so a crew lead could work the list without translating it first.

Each letter offered a written punch list with no obligation. That is the smallest possible ask, and on this segment it is the right one. The actual letter templates are here.

What this page does not tell you

Whether it worked. These letters went out recently and the results are not in. We are not going to imply an outcome we have not measured, and any vendor showing you a response rate on a campaign this fresh is showing you a number they made up. When there are replies, estimates and jobs to report, they will be published here with the failures included.

Anything about the people. No names, no addresses, no household details appear here, and none will. The underlying records are public; that does not make it acceptable to publish a private individual on a marketing page.

That your run will look like this one. A different base address, a different radius or a different mix of services produces a different funnel. What carries over is the method: measure the distance honestly, withhold what you cannot stand behind, and rank what is left.

Why we ran it on ourselves first

Bluebeam Signals was built to find work for a small Maryland home-repair business before it was ever sold to anyone. That business still uses it, which means a bad record costs us money before it costs a client anything — and it is why the withheld file exists at all. Nobody builds a rejection log for a product they do not have to live with.

The same withholding runs on every client file. If a record cannot be measured, cannot be verified, or rests on a data point that looks like a placeholder, it does not ship. You get the shorter list.

Run it for your base and your radius.

Tell us where you work from and how far you will travel. Twenty-five records come back free, with the source links included so you can check them against the county before spending anything. $75 a month after that, or $50 for your first three months if you are just starting out.