A Candid Guide for Founders, CMOs and Analytics Teams
EXECUTIVE SUMMARY
What it covers: How to track brand visibility in ChatGPT using the three metrics in Business Hub Insights (mentions, website clicks, discovery topics), and what each one actually counts.
The big trap: A mention only counts when ChatGPT references your website. If answers link to your marketplace listings, your brand can be visible and still show low mentions.
Core goal: Read the report next to your own analytics, so you don't make decisions on a number you don't fully understand.
For two years, the only way to track brand visibility in ChatGPT was to run prompts and count the answers. Now ChatGPT Business Hub reports it for you. The first time you open the Insights tab in Business Hub, you will see a number. Maybe it's 4,000 mentions. Maybe it's 40. Maybe it's blank.
Your first instinct will be to compare it with a competitor's LinkedIn post, decide you're winning or losing, and send it to your agency with three question marks.
Don't. Not yet.
The number isn't wrong. But it measures something narrower than you think. Here is what each metric actually counts, and the four places it can mislead you.
1. Brand Mentions in ChatGPT, Clicks and Topics: The Three Numbers
All three cover the past 28 days, and they are aggregated. You never see individual prompts or chats (OpenAI Help Center).
| Metric | What It Counts | What It Does Not Count |
|---|---|---|
| Mentions | For an online business: how often ChatGPT referenced your website in an answer | Your brand name appearing on its own |
| Website clicks | How often people clicked through from ChatGPT to your site | Anyone who read the answer and then searched for you on Google, Amazon or Instagram |
| Discovery topics | Common themes across answers that mentioned or cited you | The actual questions people typed. As OpenAI says, they don't directly measure intent |
2. Trap 1: Your Brand Can Be Everywhere and Still Show Low Mentions
This is the one we think will catch Indian D2C brands most. A mention counts when ChatGPT references your website. Your brand name alone doesn't count.
Now think about where your products actually sell. Across Indian D2C brands, about 64% of sales come from marketplaces, about 21% from their own websites and about 15% from offline stores (1Lattice × Sorin Investments, reported by Apparel Resources).
So when someone asks ChatGPT for "the best protein bar under ₹100," the answer may well recommend your product, but link to your Amazon or Flipkart listing, or a retailer's page. In our reading of OpenAI's definition, that is not a mention for you. It is a reference to someone else's website.
- What it means: a low mentions number doesn't always mean low visibility. It may mean your visibility is going to your marketplace listings instead. That's not bad, but you need to know which one it is before you decide what to fix.
- What to do: ask ChatGPT the questions your customers ask, and note where the answers link. If it's mostly marketplaces, your Insights will undercount you, and your marketplace listings (titles, images, reviews) matter as much for AI search as your website does. (We saw this first-hand growing Parker on Amazon.)
3. Trap 2: Blank Is Not Zero
Insights only appear once there is enough activity to cross OpenAI's privacy thresholds. OpenAI hasn't published what those thresholds are.
A blank field means "not enough data to show," not "nobody saw you." For smaller brands, newer brands and niche categories, expect gaps in the first few months.
What to do: don't report a blank as a zero in your monthly review. Write "below threshold" and track it until it fills in.
4. Trap 3: 28 Days Doesn't Know About Your Sale
Every number you see is a rolling 28-day window.
That's fine for spotting a trend. It's a problem when your business is seasonal, and most Indian consumer brands are. Compare a 28-day window that includes Diwali with one that doesn't, and you will see a "drop" that is really just the calendar.
What to do: take a screenshot or export on the same date every month, and label it with what happened in that window: a sale, a launch, a stock-out, a PR moment. Within two or three months, you'll have a history the dashboard itself doesn't keep for you.
5. Trap 4: Clicks Are the Floor, Not the Ceiling
Website clicks are the cleanest number in the report. They are also the most incomplete.
In our experience, plenty of people read an AI answer, remember the brand, and then go looking for it somewhere else: on Google, on Amazon, on Instagram. Those visits show up in your analytics as branded search or direct traffic, and ChatGPT gets no credit. So the clicks you see are a minimum.
What to do: read three numbers together, not one.
- ChatGPT website clicks from Business Hub.
-
Sessions from
utm_source=chatgpt.comin your own analytics. This is the simplest way to track ChatGPT traffic in GA4, and it should broadly line up with the clicks. - Branded search trends in Google Search Console and on marketplaces. Search Console's new generative AI report adds the Google side of the same picture.
If mentions are climbing and branded search climbs with them, that's a signal worth paying attention to, even if ChatGPT clicks stay modest.
6. What Discovery Topics Are Actually Good For
Discovery topics are not keywords and they are not prompts. They are themes OpenAI has grouped from answers that mentioned you.
That makes them good for one thing: seeing what ChatGPT thinks you're about. If you sell premium cookware and your topics are all about "gifting," that's interesting. It might be a real customer use case you're underselling. Or it might mean ChatGPT has missed your core story, and your website and profile need to say it more clearly.
Use topics to ask better questions. Don't use them as a keyword list.
7. How to Track Brand Visibility in ChatGPT Alongside What You Already Measure
ChatGPT Insights don't replace anything. They sit next to it.
| What You Want to Know | Where to Look |
|---|---|
| Are we visible in AI answers? | ChatGPT mentions and discovery topics |
| Is AI sending us traffic? | ChatGPT clicks and utm_source=chatgpt.com sessions |
| Is AI building brand demand? | Branded search in Search Console and on marketplaces |
| Is any of it turning into sales? | Your own conversion data, by channel |
The last row is the only one that pays salaries. Everything above it is a reason to look closer.
What about ChatGPT visibility tracking tools? Third-party trackers estimate your visibility by running sample prompts. They are still useful for comparing yourself with competitors, which Insights does not do. But for your own brand, Insights is now the first-party number, and the tracker (or an AEO audit) is the second opinion.
8. The Takeaway: A Metric You Don't Understand Is Worse Than None
For two years, AI search visibility was something agencies estimated. Now, at least part of it is something platforms report.
That's good for brands. It's also a new way to fool yourself, because you start making decisions with it. If you want to track brand visibility in ChatGPT properly, read it slowly, compare it with what you already know, and remember that a mention isn't a customer and a click isn't a sale. (Haven't claimed your profile yet? Here's how to get your business on ChatGPT, and what ChatGPT Business Hub changes for brands.)
Number mil gaya hai. Ab usse sahi padhna seekhna hai.
At Unbundl, we have spent 11+ years building digital growth for 200+ brands across Google, Meta, Amazon, Flipkart and Shopify. Attribution is the question our clients ask us most, and AI search just added a new chapter to it. It is a big part of our ChatGPT SEO work.
9. Sources
- OpenAI Help Center: Setting up your business on ChatGPT: https://help.openai.com/en/articles/20001635-setting-up-your-business-on-chatgpt
- OpenAI: Introducing Businesses in ChatGPT: https://openai.com/index/introducing-businesses-chatgpt/
- 1Lattice × Sorin Investments channel split, reported by Apparel Resources: https://apparelresources.com/business-news/retail/d2c-brand-market-india-set-hit-us-61-3-billion-fy-27/