Optimise for AI-driven search with LLM Testing

  • Track sessions from ChatGPT, Claude, Perplexity and other LLMs before and after page changes
  • Back your AI optimisation work with real click and session data
Optimise for AI-driven search with LLM Testing

Why LLM Testing Matters

AI chatbots and search assistants are rapidly becoming a major source of answers - and recommendations. Whether someone’s asking “What’s the best pizza in London?” or “Top SEO tools for agencies”, Large Language Models (LLMs) are starting to influence what people click, buy, and trust.

The LLM optimization challenge?

LLM answers are generated from a mix of sources, and it’s not always obvious how or when your content gets included. Even small changes to your page could affect whether you’re cited, recommended, or completely missed out.

LLM Testing in SEOTesting gives you a way to measure these changes — with hard data from GA4.

The LLM optimization challenge?
From Page Changes to AI Citations - Measured

From Page Changes to AI Citations - Measured

An LLM Test is a time-based test that lets you measure user sessions generated from LLMs before and after you make a page change.

You decide:

  1. Which page or group of pages to monitor.
  2. What change you’re making — content updates, schema tweaks, adding FAQs, improving internal links, etc.
  3. How long to track before and after the change.

SEOTesting then pulls the data from GA4, showing you how LLM-driven traffic trends over time.

Why This is a Game-Changer

  • No more guesswork – finally track the impact of LLM visibility efforts.
  • Fast, simple setup – connect GA4 and you’re testing in minutes.
  • Fits your workflow – works like other time-based tests in SEOTesting.
  • Data you can trust – straight from your analytics, no scraped estimates.
Why This is a Game-Changer
Show your results, build trust

Show your results, build trust

Time-based tests double as a powerful reporting tool. Whether you’re implementing a planned change or experimenting with new optimizations, SEOTesting lets you track and present the results in clear, actionable reports.

Benefits of using SEO test results for reporting:

  • Justify your decisions with performance metrics.
  • Build trust with clients & stakeholders by showing the value of your work.
  • Highlight successes to secure buy-in for future projects.
Super easy to get going

Super easy to get going

Nothing to install on site

No code to add to pages

2 clicks to integrate SEOTesting with Google Search Console

Try free for 14 days

Why SEO experts recommend SEOTesting.com

Josh Willet

“The automation gained from SEOTesting didn’t just save time – it transformed our approach to SEO entirely. It turned weeks of manual work into hours of actionable insights driving measurable, bottom-line results for our clients.”

Josh Willet, Digital Marketing Consultant

Thomas Chetwyn

“The most significant impact of using SEOTesting has been stakeholder buy-in. We can now use data from tests to demonstrate the impact of SEO changes, enabling us to deliver SEO projects at scale.”

Thomas Chetwyn, BT Group

Jack Chambers-Ward

“Clients are impressed that we are able to quantify and forecast SEO results prior to full-scale implementation. We were immediately able to action recommendations found from the tests with a much greater degree of certainty around results!”

Jack Chambers-Ward, Candour

Ivan Stamenković

“Using SEOTesting, we now have ready-made graphs and statistical data that can be used to tell compelling stories about the work we do. Budget buy-in from management is now easier. Setting up a test takes a couple of minutes and saves hours of reporting later on.”

Ivan Stamenković, Better Collective