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Winning on the Margins.

Operator notes on putting AI to work on the parts of campaigns nobody writes about — mail ballot, ballot chase, the voter file, and field. A Tuesday essay and Friday field notes. Free.

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What You'll Get

Two emails a week. Written from inside the work.

The Tuesday Essay

One original argument a week on applying AI to turnout mechanics.

Friday Field Notes

What shipped, what changed, and what it means for GOP turnout.

Written From Inside the Work

Real programs, real numbers, by Benjamin Davis of Cato Consulting Group.

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