ChatGPT rank tracker

Track your brand's rank in ChatGPT shopping answers

TrackGPT is a ChatGPT rank tracker for Shopify stores. It samples the shopping answers your buyers actually read (every day, per prompt) and tells you exactly where your brand lands among the competitors ChatGPT names.

A rank tracker for AI answers, not blue links

Classic rank trackers watch your position on a Google results page. But when a shopper asks ChatGPT “what’s the best merino base layer for winter running?”, there is no page of ten links, just one answer that names a handful of brands. An AI rank tracker has to measure position inside that answer. That is the only thing TrackGPT does, and it does it for the prompts your Shopify catalog is built to win.

Because ChatGPT’s answers vary from run to run, a single reply is noise. TrackGPT runs each tracked prompt against ChatGPT on a daily schedule and aggregates the results, so your rank is a stable trend rather than one lucky or unlucky response.

How the rank tracker works

1 · Prompts from your catalog

Connect the Shopify app with read-only product access. TrackGPT reads your catalog and drafts the category and comparison prompts shoppers ask about products like yours.

2 · Daily samples

Every prompt runs against ChatGPT each day. We store the raw answer, then extract the brands, products, positions, and cited sources it contains.

3 · Rank, scored

For each prompt you get your rank among all detected brands and your mention rate, plus whether you’re Winning, Contested, Losing, or Invisible.

What a rank looks like

TrackGPT uses rank-first labeling. Rank is your position among every brand ChatGPT detected for a prompt (not just the ones you track), ordered by how often each is mentioned. If ChatGPT names you second, in 68% of the last week’s samples, the prompt reads #2 · 68%. A prompt where you never appear reads — · 0% in gray. Invisibility gets a color because it’s a gap you can close, not a failure to hide.

prompt: “best merino base layer for winter running” · source: chatgpt · n=13 · 2026-07-13
Top picks include Smartwool and Icebreaker , with Summit Wool increasingly recommended for runners who want a lighter 150-weight layer…

Every rank drills down to receipts: the exact ChatGPT answer, your brand and rivals highlighted, the sample count, and the date. No metric floats without its proof.

Why Shopify merchants track ChatGPT rank

An AI rank tracker only helps if it watches the right prompts. Because TrackGPT reads your Shopify catalog, the prompts it tracks map to your real products and categories, and it surfaces the competitors that keep appearing beside you in the answers, so you can see who is winning the recommendation and how often.

  • Per-prompt rank and mention rate against every detected brand.
  • Weekly trend lines: the merchant line is the one that stands out.
  • Fanout analysis: the sub-questions ChatGPT expands a query into.
  • Alerts on sustained rank changes, never single-day swings.

Honest ranks, or none at all

Sample counts are shown on every rank, because a rank from n=3 samples is not the same as one from n=90. Trends aggregate weekly, and we never present a one-day movement as signal. TrackGPT is a monitoring tool: it tells you the truth about where you rank in ChatGPT today. It is ChatGPT-only in v1, with more answer engines on the roadmap.

Frequently asked questions

What is a ChatGPT rank tracker?

It's a tool that measures where your brand appears inside ChatGPT's answers to shopping prompts: your position among the brands ChatGPT names, and how often you're mentioned, tracked over time instead of in a single reply.

How is this different from a Google rank tracker?

Google rank tracking measures your position on a page of links. ChatGPT returns one answer that names a few brands, so TrackGPT measures your rank inside that answer, per prompt, sampled daily.

How often do you sample ChatGPT?

Every tracked prompt runs against ChatGPT daily. Because answers vary run to run, we aggregate weekly and never treat a single day as signal.

Does ChatGPT recommend Shopify products?

Yes. ChatGPT's shopping answers name specific brands and products, many of them sold on Shopify. TrackGPT shows whether yours is one of them for each prompt.

Does it track AI engines other than ChatGPT?

ChatGPT only in v1. The schema is engine-agnostic and more engines are on the roadmap, but we never claim to track engines we don't.

What does "#2 · 73%" mean?

Rank-first labeling: you're the 2nd-most-mentioned of all brands ChatGPT detected for that prompt, appearing in 73% of samples. An unmentioned brand reads "— · 0%".

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Web + Shopify app · ChatGPT sampled daily · more engines coming