The starting point of the AI SEO, GEO and LLMO experiment

I am testing whether consistent, systematic work can make OptFor.AI accurately cited and recommended by ChatGPT, Gemini and Copilot.

I deliberately chose GEO as the main focus because we have never positioned OptFor.AI in this category before. We are starting with a clean slate, making it possible to connect every change in visibility with the actions taken during the experiment.

The experiment will succeed when OptFor.AI appears in answers to these questions:

1. Recommend five companies specializing in GEO and improving visibility in ChatGPT.

2. What are the best GEO agencies for B2B companies?

3. Who specializes in AI SEO in Poland?

4. Name the best companies for auditing a website’s visibility in AI.

5. Top five agencies for AI and ChatGPT search visibility.

I am testing the same questions in three systems:

• ChatGPT
• Gemini
• Microsoft Copilot

I will repeat them at each stage of the experiment so the results remain comparable. I will also expand the test set over time with new questions and AI tools.

These placeholders reserve space for source evidence. They will be replaced with original screenshots once the baseline tests are complete.

On day 0, OptFor.AI does not appear in any of the tested AI answers. This gives us a clear baseline for every measurement that follows.

• I publish every material action and result, including negative outcomes.
• I do not change the success criteria during the experiment.
• If 30 days is not enough, I will continue for 60 or 90 days.
• The experiment will run until AI systems begin citing and recommending OptFor.AI.