District started with a what-if. Could a machine do every step of selling, except the handshake? The first version has three agents working in a loop. One finds local shops. One reads their reviews. One writes each shop a real email about their own work.
It never sends the same shop two emails, and each email costs about a nickel. A second version with a new design is on the drawing board.
The loop
District is my standing codename for the outbound software I build. The first generation shipped in late 2025, and a second generation is on the drawing board. V1 is three agents working one loop, around the clock. A scout walks through towns and business types methodically, collecting each shop's public listing and up to 100 of its reviews. A writer finds and checks the right contact, then writes that shop an email grounded in its own reviews, the things real customers actually praised. And a router keeps it all paced, holding a stock of ready leads and a hard daily send cap.
The boring parts are the trust parts. If the system crashes mid-run it resumes where it stopped, no shop is ever emailed twice, and two parallel runs can never claim the same lead.
Why build instead of rent
The first outbound stack was rented: Apollo, Clay, Instantly, Smartlead. It worked, and every layer of it was somebody else's subscription and somebody else's ceiling. Rebuilding it as owned software brought the unit cost to about five cents per personalized email and put the whole loop under one roof.
Owning it meant owning deliverability too, the part the rented tools hide. Deliverability is whether your email lands in the inbox or the spam folder, and it has to be earned. I ran that layer by hand: warming up fresh sending domains slowly, scoring every template before it was allowed to send, and once, digging out of a full spam spiral after a volume increase tripped the filters. The scar tissue is the point. The system treats sender reputation as an asset with a budget, not a setting.
The voice sibling
The same design has a voice sibling for phone outreach, where the rules get stricter. Calling is regulated in a way email is not, so compliance sits in front of everything else. Every number is checked against carrier records to see what kind of line it is. Mobile and personal lines are blocked outright, whole states are excluded where the law requires it, and recording-consent rules are tracked as their own category. The law is part of the architecture, not an afterthought.
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