Glossary
What is a tracked prompt?
A tracked prompt is put to AI assistants again and again, in the same way. That lets you see how the answers change over time.
What makes a prompt tracked
Any prompt can be asked once. A tracked prompt is one you have chosen to ask repeatedly, on a schedule, under the same conditions. Each check adds another saved answer to the same series.
A tracked prompt keeps three things steady. The wording stays the same, the market stays the same, and it is put to the same assistants. Change any of them and the answers are no longer like for like.
Why one check is not enough
OpenAI's developer guide says the content a model generates is non-deterministic. The same prompt can produce a different response from one attempt to the next.
Google's guidance for site owners says AI Overviews may use different models and techniques, so their responses and links vary. It also says AI Overviews are shown only for some searches.
Taken together, a single check is a weak basis for any decision. Repeated checks let you separate a one-off answer from a pattern.
Keeping tracked prompts comparable
Save the exact wording and do not edit it in place. If the wording needs to change, treat the new version as a new series and keep the old answers tied to the old words.
Keep failed attempts in the record. An attempt that produced no readable answer is not an answer that left you out. Counting it as an absence would make your results look worse than they were.
Reading results from tracked prompts
Results from tracked prompts are counts. A tracked set is a sample of the questions customers ask, chosen by you. It cannot cover every wording a customer might use.
Remember what the counts cover. They describe the answers collected for your prompts. They do not tell you how many people saw those answers.
How Carqo relates to tracked prompts
Carqo's Prompts area holds the list of questions tracked for your website. Each tracked prompt is checked every day on the three standard assistants, in the country, language and towns you set.
The library shows each saved prompt beside its recent results, written as named in so many of so many answers. A prompt with no answers yet reads not measured yet, so an empty result is never mistaken for a poor one.
In practice
- Pick the prompt Choose a question tied to a real customer decision. Save its exact wording.
- Fix its context Set the country, language and town once. Note which assistants it will be put to.
- Check it on a schedule Ask it at regular intervals under the same conditions. Keep failed attempts as well as answers.
Common questions
How is a tracked prompt different from any other prompt?
Any prompt can be asked once. A tracked prompt is selected for repeated checks under the same wording and conditions. That turns single answers into a series you can compare over time.
What happens if I change the wording of a tracked prompt?
You start a new series. The answers collected under the old wording describe a different question. Keep them tied to the old words, and compare the new version only with itself.
Why does a tracked prompt give different answers on different days?
OpenAI says model output is non-deterministic, and models are updated over time. Google says its AI experiences may use different models. Variation is expected, which is why a series tells you more than one answer.
How is a tracked prompt different from any other prompt?
Any prompt can be asked once. A tracked prompt is selected for repeated checks under the same wording and conditions. That turns single answers into a series you can compare over time.
What happens if I change the wording of a tracked prompt?
You start a new series. The answers collected under the old wording describe a different question. Keep them tied to the old words, and compare the new version only with itself.
Why does a tracked prompt give different answers on different days?
OpenAI says model output is non-deterministic, and models are updated over time. Google says its AI experiences may use different models. Variation is expected, which is why a series tells you more than one answer.
Sources
- OpenAI API documentation, Prompt engineering Link checked 29 October 2026
- Google Search Central, AI features and your website Link checked 29 October 2026