The same prompt gives a different answer every time. Which result is real?
You run one prompt on Monday and your business is named first. On Wednesday it is missing. Nothing on the site changed. Which answer should you believe?
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Closed-loop marketing From finding to task to report Ask Doily Answers and tasks from your data Reporting Branded reports that send themselvesYou run one prompt on Monday and your business is named first. On Wednesday it is missing. Nothing on the site changed. Which answer should you believe?
Both are real, and neither is the number. An AI answer is generated fresh each time, so a single run is a sample, not a measurement.
Several things move an answer around: the exact wording of the prompt, the location of the person asking, the model version behind the engine, which sources the engine retrieves that day, and sometimes the user's own history. Two runs a minute apart can differ.
What you measure instead is a rate. Say you run a prompt 10 times and you are mentioned in 3 of them. Your mention rate for that prompt is 30%. Next month you run it 10 times again and get 5 of 10. That is a trend worth watching. One bad Wednesday is not.
How to set it up so the numbers mean something:
When a prompt flips between mentioned and absent, it usually means you are on the edge. Those are the prompts where a better page or a new citation can tip the result, so they deserve the most attention.
How many runs do you need?
There is no number that works for every site. Pick one you can keep up, run the same prompts on the same schedule, and report counts along with percentages. "3 of 10" shows how thin the sample is, and "30%" does not.
With a small sample, a gap of a few points between two periods or two brands is noise. Look for movement that holds across several periods before you act on it.
Hold the setup constant.
Keep the engine, the prompt wording, the location, and the schedule fixed, and write down anything else you cannot control. Google says location and settings affect Search results, and OpenAI's web search tool takes an approximate location as an input, so a local prompt needs a stated place.
We have not found a study that isolates device effects on AI answers. Log the device and keep it the same.
Your pages sit on page one for the searches that matter. Then you ask ChatGPT for recommendations in your category and it names other businesses, never yours. It looks like a contradiction. What explains it, and what…
AI engines can only cite what they can fetch. If a firewall or a robots.txt rule is turning their crawlers away, you could be missing for a reason that has nothing to do with your content. How do you check?
llms.txt is a plain text file at the root of a site that lists key pages for AI systems. Plenty of advice says to add one. Does it change whether AI engines mention or cite you?