Campaigns Are Won on the Margins. So Is the AI Race.
Why I'm starting this newsletter — and what you'll get from it.
Most of what you read about AI and politics is written by people watching from the stands.
They cover the industry. They speculate about what the tools might do. They write the trend piece, run the panel, post the hot take. Very little of it is written by anyone who has actually built a turnout program, signed the vendor contracts, owned the data, and watched the numbers come in on election night.
That’s the seat I’m writing from. And it’s the gap this newsletter exists to fill.
Here’s the premise, stated plainly: campaigns are won on the margins. Not on the loudest ad or the best-funded air war — on turnout mechanics. Mail ballot. Ballot chase. The voter file. Field. The unglamorous, deadline-aware execution that decides close races. It’s the discipline Democrats spent two decades perfecting and most conservative campaigns still underinvest in. And it is exactly where AI is about to change the economics of everything.
Not in the “AI will transform democracy” sense. I have no interest in that conversation. I mean something narrower and more useful: which voters you can identify, how fast you can build a chase universe, what it costs to cure a ballot, how many doors one organizer can effectively run, how quickly you can turn a raw file into a targeting plan. Those are mechanical questions with real dollar figures attached, and AI moves those figures right now. That’s what I want to write about.
A little about the seat, so you know the receipts are real. I built and ran a ballot-chase program across a 343,000-voter universe in Sedgwick County, Kansas. I served as Georgia State Director for America PAC, where 650,000 voters turned out. I helped defeat a $450 million school bond by 319 votes while being outspent seven to one by the largest school district in the state of Kansas. And I shipped Campaign Compass, a campaign-operations SaaS — as a non-engineer, built with exactly the tools I write about here. Fifteen years of underdog wins, most of them decided at the margin.
Everything in this newsletter will be grounded in work that was actually done, with numbers you can check — not predictions, not vibes. When I make a claim, I’ll show you where it comes from. When something is my analysis rather than established fact, I’ll say so. When a number can’t be verified, I say so upfront.
This isn’t a partisan rant, either. It’s written from a Republican seat, for people who want the Right to stop leaving votes on the table — but the mechanics don’t care about your politics, and neither will the analysis. The other side built a turnout machine while a lot of our side was still arguing about whether mail ballots were legitimate. I’d rather we just win the argument by winning the race.
Here’s what you’ll get, and how often:
Every Tuesday — one original argument about applying AI to turnout mechanics. A single idea, worked all the way through: what actually happens in the workflow, where AI changes the math, a concrete example, and what it means for a campaign making budget decisions right now.
Every Friday — field notes. Three to five short items: what shipped this week, what changed in the rules or the tooling, what the other side is building, each with one line of operator commentary on what it means for GOP turnout work. Lighter, faster, and the fastest way to stay current without drowning in the firehose.
That’s it. Two emails a week, both built to be read on your phone between meetings, both written for people who run campaigns for a living rather than people who tweet about them.
If that’s you — if you’re a campaign manager, a PAC director, a candidate, or an operative trying to figure out what’s real and what’s hype before you spend money on it — this is for you.
The margin is where elections are decided. It’s about to be where the AI advantage is decided too. I’d like to take you along for it.
Subscribe free, and you’ll get the first Tuesday essay in your inbox this week.
— Ben
Benjamin Davis, founder, Cato Consulting Group