How can I track competitor visibility in ChatGPT?

Yes. The key is to treat ChatGPT visibility as a measurement problem, not as a conventional Google-style ranking.

There isn't a simple public “ChatGPT rank” or brand-mention feed; visibility trackers generally run a fixed set of prompts against ChatGPT repeatedly and analyze the resulting answers. MeasureLayer+1

A practical competitor-tracking setup

1. Build a fixed prompt set

Create 30–100 prompts across four buckets:

• Category: “What are the best [product category] tools?”
• Problem: “How can I solve [customer problem]?”
• Comparison: “[Your brand] vs [Competitor]”
• Buying intent: “What should I look for when choosing [product]?”

Use the same prompts for you and every competitor. This is important because changing the questions makes the trend data much less meaningful. VisiScan

2. Track these metrics for every answer

Metric	What it tells you
Mention rate	% of prompts where the brand appears
Share of voice	Your mentions relative to competitors
Recommendation rate	How often the brand is actually recommended
Position/order	Where the brand appears in lists or comparisons
Citation rate	How often your website/content is cited
Cited domains	Which third-party sites influence the answer
Prompt coverage	Which customer questions produce visibility
Sentiment/context	How the brand is described
Accuracy	Whether ChatGPT's description is correct

Don't collapse all of this into one score. A competitor might be mentioned frequently but have relatively few citations, while another might be cited heavily without being recommended. Ansvisor

3. Run each prompt repeatedly

ChatGPT responses can vary depending on the conversation, retrieval, location, model/surface and timing. So a single test isn't a reliable “rank.” Repeated sampling gives you a visibility rate instead. VisiScan

For example:

50 prompts × 3 runs × 4 competitors

Then calculate:

competitor mention rate = answers mentioning competitor / total answers

Do this weekly or monthly and plot the trend.

Tools that can automate it

There are now several products specifically designed for this:

• Ahrefs AI Visibility Checker / Brand Radar — tracks mentions, platforms, topics, cited domains/pages and competitor benchmarking. Ahrefs
• aiMentions — monitors your brand and competitors across selected prompts and stores the resulting answers. Aimentions
• RankBits ChatGPT Rank Tracker — specifically tracks mentions, citations and competitors from buyer-oriented prompts. RankBits
• Livesov ChatGPT Brand Tracker — tracks mentions, share of voice, citations and competitor appearances over time. Livesov

The most useful dashboard

I'd structure your dashboard roughly like this:

ChatGPT competitive visibility — September 2026

Metric	You	Competitor A	Competitor B	Competitor C
Mention rate	42%	57%	31%	24%
Recommendation rate	28%	41%	22%	18%
Citation rate	19%	36%	27%	14%
Avg. position	2.8	1.9	3.1	3.7
Prompts with visibility	42/100	57/100	31/100	24/100

Those numbers are illustrative—the important part is the consistent methodology and trend over time, rather than treating any single snapshot as an authoritative ChatGPT ranking.

The next level is particularly valuable: for every prompt where a competitor appears and you don't, record which sources ChatGPT cited. That turns competitor monitoring into an actionable content/PR/AEO analysis: you can see which publications, comparison pages, reviews, Reddit threads, directories, or competitor-owned pages are associated with their visibility. Tools such as Ahrefs explicitly expose cited domains and pages for this purpose. Ahrefs

If you tell me your company + 3–5 competitors + industry, I can give you a ready-to-use 50-prompt ChatGPT competitor visibility tracking framework, including the metrics and spreadsheet structure.