Campaigns are won on the margins.
Winning on the Margins is about the parts of campaigns nobody writes about — mail ballot, ballot chase, the voter file, field — and what happens when you put AI to work on them.
This isn’t industry commentary. It’s written from inside the work: real programs, real numbers, things actually built and run. A 343,000-voter ballot-chase universe in Sedgwick County. 650,000 voters turned out as Georgia State Director for America PAC. A $450M school bond defeated by 319 votes, outspent seven to one. Campaign Compass — a campaign-operations SaaS shipped by a non-engineer.
The thesis is simple. Republicans don’t win the next decade with louder ads. They win it on turnout mechanics — the unglamorous, deadline-aware execution that decides races at the margin — and AI is about to change the economics of every piece of it.
Two editions a week:
Tuesdays — one original argument about applying AI to turnout mechanics.
Fridays — field notes: what shipped, what changed, and what it means for GOP turnout work.
Thanks for reading,
Benjamin Davis, founder of Cato Consulting Group


