X Ads experimentation agent

Runs a small number of X copy tests at a time, one variable per test, and promotes a winner only on cost per goal.

Proposes and runs controlled tests of new X targeting, so new audiences are found deliberately rather than by accident.

Tests which offer (demo, trial, discount, lead magnet, quote) and call to action gets the best qualified results on X, one change at a time.

Finds the X campaigns where the landing page is the problem, drafts a challenger page in your page builder, and lays out a controlled test against the current page. Needs a page builder MCP such as Webflow, Framer, Lovable or Ploy connected in Roadway.

Takes proven X targets and tests the adjacent ones (neighboring keywords, conversation topics and follower look-alikes) to find the next layer of scale.

Builds draft landing page variants from the ad angles that win on X, so each winning promise has a page that matches it. Needs a page builder MCP such as Webflow, Framer, Lovable or Ploy connected in Roadway.

A test-and-learn loop for X ads: draft new image variants in Figma, Canva or Runway from the winning angles, write a brief for any video, test each against the current best with a fixed split, and retire the losers on cost per goal once there is enough data. Needs an image MCP such as Figma, Canva or Runway connected in Roadway.