Can a tool automatically check ChatGPT rankings for my brand?

Tools can query the ChatGPT API programmatically, but results vary by session, memory settings and model version, so a single automated check is not fully representative. Running a fixed prompt set manually and logging results consistently over time gives a more honest picture of trend than a one-off automated score.

Why does ChatGPT mention some brands and not others?

AI assistants lean heavily on content that is well-structured, frequently cited by third parties, and present in the sources the underlying model was trained on or retrieves live, such as review sites, comparison articles and Wikipedia. Brands with limited independent coverage are less likely to surface even if their own website is strong.

What is AI visibility or generative engine optimisation?

AI visibility, sometimes called generative engine optimisation (GEO), is the practice of structuring content and earning citations so that AI assistants and AI-generated search summaries mention a brand when answering category questions, in the same way SEO optimises for traditional ranking positions.

How often should I re-test my ChatGPT visibility?

Monthly is a reasonable cadence for most brands, since underlying models and their retrieved sources change gradually rather than daily. Re-test sooner after publishing new comparison content or after a competitor announces a major review or press push, as these can shift citation patterns quickly.

How do I track ChatGPT rankings over time rather than testing once?

Fix the prompt set, run it on the same day each month, and log mention, position and cited sources in the same sheet so the numbers stay comparable. LemRank automates that loop — the same prompts re-run on a schedule, with mentions and citations recorded next to your Google positions, so ChatGPT visibility and organic rankings sit in one timeline.

Free tool · No signup

ChatGPT Visibility Checker

Generate the prompt set and scoring sheet to test, by hand, whether ChatGPT mentions your brand for your category.

Brand name

Category / what it does

Main competitors (comma separated)

Target market

Visibility score: 0%

Mentioned in 0 of 21 prompts (0% raw mention rate)

Prompt	Intent	Mentioned	Rank	Cited domains
What are the best SEO rank tracking software in the US?	best of
Top SEO rank tracking software tools for small businesses in the US	best of
Best SEO rank tracking software for enterprise teams in the US	best of
Most recommended SEO rank tracking software in the US	best of
What are alternatives to Ahrefs?	alternatives
Ahrefs alternatives in the US	alternatives
What can I use instead of Ahrefs?	alternatives
Cheaper alternatives to Ahrefs	alternatives
LemRank vs Ahrefs	comparison
How does LemRank compare to Ahrefs?	comparison
Which is better for SEO rank tracking software, LemRank or Ahrefs?	comparison
How do I choose a SEO rank tracking software?	how to
How to get started with SEO rank tracking software in the US	how to
Step-by-step guide to evaluating SEO rank tracking software	how to
What should I look for when buying SEO rank tracking software?	buying criteria
What features matter most in SEO rank tracking software?	buying criteria
Is SEO rank tracking software worth the investment for a small team?	buying criteria
What is LemRank?	direct recall
Is LemRank a good SEO rank tracking software?	direct recall
What do people say about LemRank?	direct recall
Tell me about LemRank and its pricing.	direct recall

Next step

Track “LemRank” every day

This is an estimate. LemRank runs real prompts against ChatGPT, Gemini and Perplexity on a schedule and records whether your brand is actually mentioned. 14-day trial, no card.

Going from a one-off test to tracking

This page gives you the prompt set and the scoring sheet. Repeating it on the same schedule is what turns it into a trend you can act on.

How to track ChatGPT rankings over time — the full method, step by step.
How to track ChatGPT brand mentions — what to log, and what each signal means.
AI Overview checker — the Google side of the same question.
AI search monitoring tools compared — if you want this automated by something.

Start a free 14-day trial See pricing

In short

A ChatGPT visibility checker generates a structured set of prompts an AI assistant is likely to receive from someone researching a category — such as comparison, recommendation and "best of" phrasings built around your industry and competitors — along with a scoring sheet to record whether your brand is mentioned, its position in the answer, and any sources the assistant cites. It runs entirely in the browser, producing the test kit for you to run manually rather than querying ChatGPT on your behalf.

Worked example

What the output looks like

Input: Brand: Acme CRM · Category: small business CRM software · Competitors: HubSpot, Pipedrive
Output: Prompt set (8 prompts) generated, including "best CRM software for small business" and "Acme CRM vs HubSpot" · Scoring sheet: mention (yes/no), position, sources cited — columns pre-labelled for entry
How to read it: Running the 8 prompts in ChatGPT showed Acme CRM mentioned in 3 of 8, always after HubSpot and Pipedrive, with G2 cited as the source each time. That points to a specific gap: G2 review volume and ranking, not general brand awareness, is likely driving the omission.

How it works

Enter your brand, category and top competitors

The tool uses these to build realistic prompts, such as "what are the best [category] tools" or "is [brand] better than [competitor]", matching the phrasing real users type into AI assistants.

Run each generated prompt manually in ChatGPT

Copy each prompt into ChatGPT, Perplexity or another assistant one at a time, since the tool does not call these services itself — this keeps results tied to your own account and current model version.

Log results on the scoring sheet

Record whether your brand appeared, its position in the list of options mentioned, and any sources the assistant cited as evidence. Repeating this monthly tracks whether visibility is improving as content and citations change.

What this tool does

Generates a category-specific prompt set covering comparison and recommendation phrasings
Includes a scoring sheet to log mentions, position and cited sources
Works for ChatGPT, Perplexity, Gemini or any assistant you test manually
Runs client-side — does not send prompts to any AI on your behalf

Questions

Frequently asked

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