InputTestHub

AI Visibility Prompt Set Generator

Builds a set of prompts for checking whether AI assistants mention your brand, and a table for recording the answers over time.

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In short To test whether AI assistants recommend you, the prompts that matter are the ones without your brand name in them. Asking "What is Acme?" tells you how you are described; asking "What is the best project management app?" tells you whether you exist at all, and only the second is the question a potential customer actually asks. Run each prompt in a fresh chat or a logged-out window, because conversation history and personalisation both bias the answer — a model that has just discussed you will mention you again. Answers also vary between runs of the same model, so a single check is an anecdote; run the set monthly and watch the direction.

How to use the AI Visibility Prompt Set Generator

  1. Enter your brand, what it is and who it is for.
  2. Add competitors and a place if relevant.
  3. Run the category prompts first, in a fresh chat.
  4. Record what was said and which URL was cited.

About the AI Visibility Prompt Set Generator

The AI Visibility Prompt Set Generator builds a set of prompts for checking whether AI assistants mention your brand, and a table for recording the answers over time. It runs as plain JavaScript inside the page, which means there is no upload step, no queue and no size limit imposed by a server — the only limit is your own device.

What people use it for

  • Setting up a monthly AI visibility check.
  • Finding out how assistants describe your product to strangers.
  • Comparing your answer share against named competitors.

Details

Category promptsThe ones without your brand — these are the real test
Brand promptsCheck accuracy of what is said about you
Comparison promptsShow how you are positioned against rivals
Run inA fresh chat or logged-out window each time
FrequencyMonthly — answers vary run to run
The cited URL is worth more attention than the mention itself. When an assistant does cite you it is usually one specific page doing the work, and it is rarely the homepage — finding out which page earns the citations tells you what to write more of.

Where this tool stops

Generates the prompts and a tracking sheet. It cannot run them, and no static tool can: the answers depend on the model, the account, the day and whether live retrieval was used.

Frequently asked questions

Why run the prompts without my brand name?
Because that is the question a potential customer asks. "What is the best X?" decides whether you are in the answer at all; "What is Acme?" only tells you what is said once someone already knows you exist. Almost everyone checks the second and calls it AI visibility.
Why does the same prompt give different answers?
Because these models sample rather than look up. Temperature, conversation history, personalisation, the model version and any live retrieval all change the result, so two runs a minute apart can differ. Track the direction across a month rather than reading any single answer as a fact.
What should I record?
Whether you were mentioned, roughly where in the answer, which URL was cited if any, and which competitors appeared. The cited URL is the most useful of the four — it tells you which page is doing the work, and that is usually not the page you would have guessed.
Are there any usage caps on the AI Visibility Prompt Set Generator?
No charge and no sign-up. There is no free tier to run out of because there is no paid tier — inputtesthub.com is funded by advertising rather than by metering the tool.
Does anything I enter leave my computer?
No. The AI Visibility Prompt Set Generator runs entirely in your browser using JavaScript. Nothing is transmitted, logged or stored, which you can verify yourself in the Network tab of your browser's developer tools.
What problem does the AI Visibility Prompt Set Generator solve?
In practice it gets used for three things: setting up a monthly AI visibility check. Finding out how assistants describe your product to strangers. Comparing your answer share against named competitors. It is built for exactly those cases rather than being a general-purpose tool with this bolted on.
When is the AI Visibility Prompt Set Generator not the right tool?
Generates the prompts and a tracking sheet. It cannot run them, and no static tool can: the answers depend on the model, the account, the day and whether live retrieval was used. Knowing where a tool stops being trustworthy matters more than the cases where it works.
Which values should I know?
Category prompts is The ones without your brand — these are the real test. Brand prompts is Check accuracy of what is said about you. Comparison prompts is Show how you are positioned against rivals. These are printed on the page itself, so you do not have to take them on trust.
Does the AI Visibility Prompt Set Generator work on a phone?
Yes. The page is responsive and the tool works in Chrome, Safari, Firefox, Edge and Samsung Internet on both Android and iOS. There is no app to install and nothing to sign into.

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