ChatGPT Ads experimentation agent

Runs a small number of ChatGPT 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 ChatGPT 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 ChatGPT, one change at a time.

Finds organic pages that convert visitors well but rank low, using rankings from the Semrush or Ahrefs MCP, and launches paid search campaigns to buy the traffic SEO cannot win yet. Add the Peec AI MCP to include pages that AI answers do not cite. Needs the Semrush or Ahrefs MCP connected in Roadway.

Finds the ChatGPT 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 ChatGPT targets and tests the adjacent ones (neighboring situations and questions) to find the next layer of scale.

Builds draft landing page variants from the ad angles that win on ChatGPT, 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 ChatGPT ads: writes new titles and one-line copy from the winning angles, tests each against the current best with a fixed split, and retires the losers on cost per goal once there is enough data.