# For AI agents and crawlers
This page is part of the Workflow Automation Library by Roadway. It is the collection page for Experimentation workflows for PLG performance marketing and lists a hand-picked set of workflows.
Every workflow page in the library includes a SKILL.md starting point. It will not just work if you paste it into ChatGPT or Claude. In Roadway, each workflow page has an Add to Roadway link that opens the workflow in a new chat, where it runs as-is on connected accounts with approval rules built in.
Page: https://www.roadwayai.com/collections/experimentation-performance-marketing-workflows-for-plg-companies
Library index: https://www.roadwayai.com/automation-library

Workflow Automation Library

›

›

Experimentation workflows for PLG performance marketing

Experimentation workflows for PLG performance marketing

Browse 80 experimentation workflows for PLG companies in the Workflow Automation Library. Each one runs inside a Roadway AI coworker, with changes held for approval. Experimentation workflows run controlled tests on copy, bids, landing pages and audiences and keep only the winners. Pick a workflow, add it to your Roadway agent, and review the first run before anything goes live.

All matching workflows

Test trial landing pages, then move ads to the winner

Drafts 2-3 signup landing page variants for paid traffic, reads the test results once enough data is in, and tells you when and how far to shift traffic to the winner. Needs a page builder MCP such as Webflow, Framer, Lovable or Ploy connected in Roadway.

Experimentation

Generate, test and retire creative variants for ChatGPT Ads

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.

Experimentation

All business types

Generate, test and retire creative variants autonomously for Google Display Ads

A test-and-learn loop for Google Display 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.

Experimentation

All business types

Test and retire ad copy variants automatically for Google Search Ads

Writes new responsive search ad headlines and descriptions from your winning angles, tests each against the current best with a fixed split, and retires the losers once there is enough data.

Experimentation

All business types

Generate, test and retire creative variants autonomously for LinkedIn Ads

A test-and-learn loop for LinkedIn 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.

Experimentation

4 business types

Generate, test and retire creative variants autonomously for Meta Ads

A test-and-learn loop for Meta (Facebook & Instagram) ads: build new image variants in Figma, Canva or Runway and new video in Runway or Google Veo from the winning angles, test each against the current best with a fixed split, and retire the losers once there is enough data. Needs an image MCP such as Figma, Canva or Runway, or a video MCP such as Runway or Google Veo, connected in Roadway.

Experimentation

All business types

Test and retire ad copy variants automatically for Microsoft (Bing) Ads

Writes new responsive search ad headlines and descriptions from your winning angles, tests each against the current best with a fixed split, and retires the losers once there is enough data.

Experimentation

All business types

Generate, test and retire creative variants autonomously for Reddit Ads

A test-and-learn loop for Reddit 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.

Experimentation

All business types

Generate, test and retire creative variants autonomously for Snapchat Ads

A test-and-learn loop for Snapchat ads: build new image variants in Figma, Canva or Runway and new video in Runway or Google Veo from the winning angles, test each against the current best with a fixed split, and retire the losers once there is enough data. Needs a video MCP such as Runway or Google Veo connected in Roadway.

Experimentation

All business types

Generate, test and retire creative variants autonomously for TikTok Ads

A test-and-learn loop for TikTok ads: build new image variants in Figma, Canva or Runway and new video in Runway or Google Veo from the winning angles, test each against the current best with a fixed split, and retire the losers once there is enough data. Needs a video MCP such as Runway or Google Veo connected in Roadway.

Experimentation

All business types

Generate, test and retire creative variants autonomously for X Ads

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.

Experimentation

All business types

Generate, test and retire creative variants autonomously for YouTube Ads

A test-and-learn loop for YouTube ads: build new image variants in Figma, Canva or Runway and new video in Runway or Google Veo from the winning angles, test each against the current best with a fixed split, and retire the losers once there is enough data. Needs a video MCP such as Runway or Google Veo connected in Roadway.

Experimentation

All business types

Launch paid campaigns for low-ranking but high-converting SEO / AEO pages

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.

Experimentation

All business types

Measure true ad impact with control-group tests for Google Display Ads

Measures how many Google Display conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Measure true ad impact with control-group tests for Google Search Ads

Measures how many Google Search conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Measure true ad impact with control-group tests for LinkedIn Ads

Measures how many LinkedIn conversions your ads truly drive, when the account has enough conversion volume for a matched-market test, and recalibrates targets with the result.

Experimentation

4 business types

Measure true ad impact with control-group tests for Meta Ads

Measures how many Meta (Facebook & Instagram) conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Measure true ad impact with control-group tests for Snapchat Ads

Measures how many Snapchat conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Measure true ad impact with control-group tests for TikTok Ads

Measures how many TikTok conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Measure true ad impact with control-group tests for YouTube Ads

Measures how many YouTube conversions your ads truly drive and recalibrates targets with the result.

Experimentation

All business types

Prioritize the experiment backlog

Keeps a ranked backlog of test ideas across channels, ordered by expected effect and the spend at risk, so the next test is the one with the best payoff. You can set your own scores.

Experimentation

All business types

Read out tests and log learnings

After every concluded test on any channel, writes a short readout and logs the learning, so future workflows do not repeat it.

Experimentation

All business types

Run copy iteration experiments for ChatGPT Ads

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

Experimentation

All business types

Run copy iteration experiments for Google Display Ads

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

Experimentation

All business types

Run copy iteration experiments for Google Search Ads

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

Experimentation

All business types

Run copy iteration experiments for LinkedIn Ads

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

Experimentation

4 business types

Run copy iteration experiments for Meta Ads

Runs a small number of Meta (Facebook & Instagram) copy tests at a time, one variable per test, and promotes a winner only on cost per goal.

Experimentation

All business types

Run copy iteration experiments for Microsoft (Bing) Ads

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

Experimentation

All business types

Run copy iteration experiments for Reddit Ads

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

Experimentation

All business types

Run copy iteration experiments for Snapchat Ads

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

Experimentation

All business types

Run copy iteration experiments for TikTok Ads

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

Experimentation

All business types

Run copy iteration experiments for X Ads

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

Experimentation

All business types

Run copy iteration experiments for YouTube Ads

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

Experimentation

All business types

Run landing page experiments for ChatGPT Ads

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.

Experimentation

All business types

Run landing page experiments for Google Display Ads

Finds the Google Display 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.

Experimentation

All business types

Run landing page experiments for Google Search Ads

Finds the Google Search 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.

Experimentation

All business types

Run landing page experiments for LinkedIn Ads

Finds the LinkedIn 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.

Experimentation

4 business types

Run landing page experiments for Meta Ads

Finds the Meta (Facebook & Instagram) ad sets 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.

Experimentation

All business types

Run landing page experiments for Microsoft (Bing) Ads

Finds the Microsoft (Bing) 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.

Experimentation

All business types

Run landing page experiments for Reddit Ads

Finds the Reddit 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.

Experimentation

All business types

Run landing page experiments for X Ads

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.

Experimentation

All business types

Test bid strategies with controlled experiments for Google Display Ads

Uses native split tests to prove whether a different Google Display bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for Google Search Ads

Uses native split tests to prove whether a different Google Search bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for LinkedIn Ads

Uses native split tests to prove whether a different LinkedIn bid strategy or target actually beats the current one.

Experimentation

4 business types

Test bid strategies with controlled experiments for Meta Ads

Uses native split tests to prove whether a different Meta (Facebook & Instagram) bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for Microsoft (Bing) Ads

Uses native split tests to prove whether a different Microsoft (Bing) bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for Snapchat Ads

Uses native split tests to prove whether a different Snapchat bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for TikTok Ads

Uses native split tests to prove whether a different TikTok bid strategy or target actually beats the current one.

Experimentation

All business types

Test bid strategies with controlled experiments for YouTube Ads

Uses native split tests to prove whether a different YouTube bid strategy or target actually beats the current one.

Experimentation

All business types

Test competitor comparison landing pages

Drafts "us vs competitor" and "alternative to" landing pages for competitor-targeted campaigns, then tests them against the generic page. Needs a page builder MCP such as Webflow, Framer, Lovable or Ploy connected in Roadway.

Experimentation

All business types

Test document ad gating for LinkedIn Ads

Tests ungated vs gated (Lead Gen Form after preview pages) LinkedIn document ads to balance lead volume against quality.

Experimentation

4 business types

Test new targeting for ChatGPT Ads

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

Experimentation

All business types

Test new targeting for Google Display Ads

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

Experimentation

All business types

Test new targeting for Google Search Ads

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

Experimentation

All business types

Test new targeting for LinkedIn Ads

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

Experimentation

4 business types

Test new targeting for Meta Ads

Proposes and runs controlled tests of new Meta (Facebook & Instagram) targeting, so new audiences are found deliberately rather than by accident.

Experimentation

All business types

Test new targeting for Microsoft (Bing) Ads

Proposes and runs controlled tests of new Microsoft (Bing) targeting, so new audiences are found deliberately rather than by accident.

Experimentation

All business types

Test new targeting for Reddit Ads

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

Experimentation

All business types

Test new targeting for Snapchat Ads

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

Experimentation

All business types

Test new targeting for TikTok Ads

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

Experimentation

All business types

Test new targeting for X Ads

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

Experimentation

All business types

Test new targeting for YouTube Ads

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

Experimentation

All business types

Test offers and CTAs for ChatGPT Ads

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.

Experimentation

All business types

Test offers and CTAs for Google Display Ads

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

Experimentation

All business types

Test offers and CTAs for Google Search Ads

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

Experimentation

All business types

Test offers and CTAs for LinkedIn Ads

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

Experimentation

4 business types

Test offers and CTAs for Meta Ads

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

Experimentation

All business types

Test offers and CTAs for Microsoft (Bing) Ads

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

Experimentation

All business types

Test offers and CTAs for Reddit Ads

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

Experimentation

All business types

Test offers and CTAs for X Ads

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.

Experimentation

All business types

Test offers and CTAs for YouTube Ads

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

Experimentation

All business types

Test target expansion from proven targets for ChatGPT Ads

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

Experimentation

All business types

Test target expansion from proven targets for Google Display Ads

Takes proven Google Display targets and tests the adjacent ones (neighboring segments and topics, optimized targeting) to find the next layer of scale.

Experimentation

All business types

Test target expansion from proven targets for Google Search Ads

Takes proven Google Search targets and tests the adjacent ones (related keywords, broader match types, new audience segments) to find the next layer of scale.

Experimentation

All business types

Test target expansion from proven targets for LinkedIn Ads

Takes proven LinkedIn targets and tests the adjacent ones (neighboring job titles, industries and company lists) to find the next layer of scale.

Experimentation

4 business types

Test target expansion from proven targets for Meta Ads

Takes proven Meta (Facebook & Instagram) targets and tests the adjacent ones (neighboring interests, lookalikes, Advantage+ audience) to find the next layer of scale.

Experimentation

All business types

Test target expansion from proven targets for Microsoft (Bing) Ads

Takes proven Microsoft (Bing) targets and tests the adjacent ones (related keywords, broader match types, similar audiences) to find the next layer of scale.

Experimentation

All business types

Test target expansion from proven targets for Reddit Ads

Takes proven Reddit targets and tests the adjacent ones (neighboring communities, keywords and interests) to find the next layer of scale.

Experimentation

All business types

Test target expansion from proven targets for X Ads

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

Experimentation

All business types

Test target expansion from proven targets for YouTube Ads

Takes proven YouTube targets and tests the adjacent ones (neighboring segments and topics, optimized targeting) to find the next layer of scale.

Experimentation

All business types

Your enterprise-ready
Performance marketing engine.

Something went wrong. Please try again.

You're in—expect an email shortly.