ChatGPT visibility tracking

See where your brand lands in ChatGPT.

Pineprompt runs your real buyer prompts against ChatGPT daily, scoped to your country and language, then records every mention, every cited source, and every competitor it names instead of you.

Why ChatGPT matters

ChatGPT is the default research tool buyers reach for.

For a generation of buyers, ChatGPT is where vendor shortlists start. Where classic Google returned ten blue links and let the buyer pick, ChatGPT names two or three brands, describes them, and often recommends one. If your brand is not on that list, you are invisible to that buyer.

900M+

weekly active users

2.5B+

messages sent per day

~50M

paid subscribers

~$25B

annualized revenue

Sources: OpenAI (weekly active users, subscribers, and message volume, 2025 to 2026); annualized revenue per industry reporting (est.).

What's scored

What every ChatGPT answer is scored on.

Three numbers tell you where you stand. Visibility tells you whether ChatGPT names you at all, position tells you whether it names you ahead of the competition, and sentiment tells you whether the framing is on your side.

Visibility

The percentage of ChatGPT answers that name your brand across your tracked prompts. The headline number on the Pineprompt dashboard.

68%

Named by ChatGPT

Across 142 tracked prompts this week.

Position in the answer

Position correlates with click-through. Pineprompt logs the order each brand appears in, every answer, every day.

3 Airbnb You
1 Vrbo
2 Booking.com

Sentiment tone

Positive, neutral, or critical framing per mention. Sharp drops in sentiment typically precede a drop in overall visibility.

Critical Neutral Positive
Airbnb Airbnb 88/100

How ChatGPT picks its answer

The two layers ChatGPT draws on.

For knowledge queries, ChatGPT answers from two layers: the training data baked into the model, and a live web search when the question calls for fresh information. Pineprompt makes both layers visible, so you see which one is working in your favor and which one is not.

The training data layer

Brands that appear in many authoritative places, such as review sites, Wikipedia, news, and category comparisons, get baked into the model. Pineprompt's mention-rate trend tracks that baked-in coverage answer by answer.

Wikipedia Indexed
The New York Times Indexed
Reddit Indexed
G2 Indexed

The live web search layer

When ChatGPT uses web search, it cites the sources it pulled. Pineprompt logs every URL, so you see which publishers, forums, and reviews are teaching ChatGPT about your category right now. See citation tracking .

Cited this answer

  • nytimes.com /2026/02/best-vacation-rentals
  • reddit.com /r/travel/vrbo-vs-airbnb
  • theverge.com /24/01/short-term-rental-shake-up

Every cited URL is captured alongside the answer text.

Slice it the way buyers ask

One ChatGPT answer is not a metric.

ChatGPT answers shift by prompt, by country, and by who the buyer is comparing you with. Pineprompt slices the same data along each axis, so you find the segment where your visibility actually breaks.

By country and language

The same prompt in en-US and en-GB often returns a different first brand. Every Pineprompt monitor is scoped to a specific locale.

en-US Airbnb
en-GB Airbnb
fr-FR Airbnb

By competitor share

Every answer is also scored against your registered competitors. New brands ChatGPT names that you have not registered surface as candidates for competitor discovery .

Airbnb
68%
Vrbo
54%
Booking.com
38%

By buyer prompt

The same brand dominates one prompt and disappears from the next. Every prompt is tracked on its own, so you find the questions you are losing. See prompt tracking .

"best vacation rental site"

82% visibility

"airbnb alternatives for groups"

14% visibility
Trace the gap to a source

Failure modes

Three ChatGPT visibility failure modes.

Most ChatGPT visibility problems come down to one of these three. Each shows up differently in the data, and each has a different fix.

Never mentioned

ChatGPT names three competitors and you are not one of them. Typically this comes from thin third-party coverage. Fix: earn placements in category comparisons, listicles, and authoritative reviews.

Vrbo Vrbo
Booking.com Booking.com
Hometogo Hometogo
Airbnb Airbnb Not mentioned

Mentioned, wrong framing

ChatGPT names you but calls you "a cheaper but less powerful alternative" when your positioning is the opposite. Trace the source via citation tracking , then publish counter-content.

"Airbnb is the pricier, less flexible option compared with the alternatives below."

Airbnb Airbnb Critical

Mentioned last

You are in the list but ChatGPT names you after giving the first three competitors a paragraph each. Position correlates with click-through. Fix: increase the volume and authority of category-defining content that opens with your brand.

1 Vrbo Vrbo
2 Booking.com Booking.com
3 Airbnb Airbnb Mentioned last

ChatGPT visibility tracker FAQ

What people ask before they start tracking ChatGPT visibility. For how visibility is scored, see the methodology .

Does Pineprompt test the same ChatGPT a user sees?
Yes. Pineprompt captures production ChatGPT answers, matched to the configuration buyers actually use. We do not strip system prompts or disable web search.
How often is each prompt refreshed?
Daily, on every plan. AI answers are stochastic, so a single snapshot misses drift. Daily density surfaces changes without noise. See our methodology.
Can I track ChatGPT answers in specific countries?
Yes. Every monitor is scoped to a country and language. The same prompt in en-US and en-GB often returns a different top brand.
Does this cover ChatGPT web search?
Yes. When ChatGPT uses web search, the cited URLs are captured alongside the answer text. You see both.
What is the difference between ChatGPT and Google AI Overview visibility?
Different surfaces with different ranking behavior. Track both side by side. See Google AI Overview tracking.

The other seven engines

Buyers do not use one engine.

One Pineprompt project tracks all eight in parallel, so you compare the same prompt across ChatGPT, Gemini, Perplexity, Claude, and the rest.

Start tracking ChatGPT visibility.

ChatGPT answers your buyers before they reach your site. One monitor tracks it alongside the other seven engines, refreshed daily and scoped to your country and language. See exactly what ChatGPT tells them.