LLM SEO tool
The LLM SEO tool built for Shopify merchants
LLM SEO is about being the answer, not a link. TrackGPT monitors how ChatGPT ranks your brand in shopping answers versus competitors, per prompt and sampled daily, so you can see whether your store is getting recommended.
What LLM SEO actually means
Traditional SEO earns a spot on a results page. LLM SEO earns a mention inside the answer a large language model gives when a shopper asks it what to buy. The unit of visibility changes from “rank #4 of ten links” to “named 2nd of the three brands ChatGPT recommends.” To manage that, you need to see the answer, which is what an LLM SEO tool is for.
TrackGPT is that tool, focused on ChatGPT and built for Shopify. It reads your catalog, generates the buying prompts your shoppers ask, and samples ChatGPT’s answers daily so your LLM visibility is a measured trend rather than a hunch.
How the tool works
1 · Read the catalog
The Shopify app connects with read-only product access and drafts prompts from your real products and categories.
2 · Sample the LLM
Each prompt runs against ChatGPT daily. The raw answer is stored permanently, then an extraction pass pulls out brands, ranks, products, and cited sources.
3 · Score visibility
You get rank among all detected brands, share of voice, and a Winning / Contested / Losing / Invisible state for every prompt.
LLM visibility, made concrete
TrackGPT labels rank-first. Rank is your position among every brand ChatGPT detected for a prompt, by mention rate. Show up third, in 54% of the week’s samples, and the prompt reads #3 · 54%. Never appear and it reads — · 0% in gray, a visibility gap flagged so you can work on it, never painted as an error in red.
The receipt is the proof of work: the exact ChatGPT answer, brands highlighted, sample count, and date. Every number links back to one.
Why Shopify merchants pick TrackGPT for LLM SEO
Among LLM visibility tools, TrackGPT is the one that speaks Shopify. It doesn’t make you hand-build keyword lists; it reads your catalog and tracks the prompts your products should win. It shows you the competitors ChatGPT keeps recommending next to you, and how your share of those recommendations trends over time.
- Catalog-aware prompt generation from your live products.
- Per-prompt rank and share of voice versus every detected brand.
- Fanout analysis of the sub-questions behind each query.
- Weekly trends and sustained-change alerts, not daily noise.
Monitoring, done honestly
TrackGPT is a monitoring tool. It measures where you stand in ChatGPT so your LLM SEO work has a scoreboard; it does not rewrite your store or promise placements. Sample counts show on every metric, estimates are labeled as estimates, and trends aggregate weekly. It’s ChatGPT-only in v1, with more engines on the roadmap.
Frequently asked questions
What is an LLM SEO tool?
A tool that measures your brand's visibility inside large language model answers, like ChatGPT's shopping recommendations, so you can see whether you're being named, where you rank, and how it trends.
Is LLM SEO the same as normal SEO?
No. Normal SEO targets a spot on a search results page. LLM SEO targets a mention inside the answer an assistant gives, so you need to measure position within that answer, not on a page of links.
Does ChatGPT recommend Shopify products?
Yes. Its shopping answers name specific brands and products, many on Shopify. TrackGPT samples those answers to show whether yours appears for each prompt.
How often does it sample?
Every tracked prompt runs against ChatGPT daily. Because answers vary, we report weekly trends and never treat a single day as signal.
Does it optimize my store or just monitor it?
It monitors. TrackGPT measures your LLM visibility so you can act on real data; it does not auto-edit your store or generate optimization files.
Which engines does it track?
ChatGPT only in v1. The schema is engine-agnostic and more answer engines are on the roadmap, but we never claim to track engines we don't.
Explore TrackGPT
Give your LLM SEO a scoreboard
Start free 7-day trialWeb + Shopify app · ChatGPT sampled daily · more engines coming