How to check if your product appears in ChatGPT.

How people do this without eCommerce Insights

The manual version looks like this. You open ChatGPT in a private browser window so your own chat history does not bias the answer. You type out five or ten buyer-style prompts about your product category — "best heavyweight parka under five hundred dollars," "sustainable outerwear brands," "waterproof jacket for Pacific Northwest hikes." You hit send. You read each answer, screenshot the ones that include your brand, copy-paste the product names it recommends, and try to decide whether the wording is strong or weak.

An hour in, the pattern starts to emerge: your brand shows up sometimes, usually as one of three or four names, sometimes not at all. You can't tell if the result is stable or if you happened to catch a lucky session. You try the same prompts tomorrow. Different answers. Is that OpenAI retraining, session variance, your new blog post, or random chance? You do not know.

At this point, most teams either build a shared Google Sheet with screenshots ("the vibe-check dashboard") or give up. Neither scales. Neither gives you a weekly trend. Neither tells you the competitor that just started stealing your slot. The manual method is useful as a one-time smell test; it is not a real measurement system.

How to do this in eCommerce Insights

1. Open the Shopify SKU Visibility Grader. Go to eCommerce Insights's free Shopify SKU Visibility Grader. Paste your Shopify storefront URL. Choose your top-five revenue SKUs (the default) or paste the specific product URL you want to test.
2. Add short category context. Two or three sentences about who the product is for and what problem it solves. Example: "Heavyweight, Pacific-Northwest-built outerwear for commuters and weekend hikers. Adjustable hood, 650-fill down, waterproof shell. Price range $350-$600." eCommerce Insights uses this to generate ten category-typical buyer prompts. You see the prompts before they run, so nothing is a black box.
3. eCommerce Insights queries ChatGPT with ten buyer prompts. Each prompt is a real shopping question. eCommerce Insights captures the full answer, records citation position (first, second, third, footnote), and flags brand-only mentions where ChatGPT names your brand but not this specific product.
4. Review the per-prompt citation report. The report ships as a one-page PDF plus an online dashboard. Each prompt gets a badge: CITED (product named in answer), BRAND (brand mentioned, no product), or MISSED (neither brand nor product). You see which competitors won the slots you missed, and the verbatim snippet so you can read the context.
5. Act on the highest-leverage gap. The gap summary at the bottom of the report names one concrete fix — typically adding a 150-to-250-word answer block to the PDP body that addresses the missed prompt directly, or strengthening a schema field that the cited competitors have and you do not. Ship the fix, rerun in a week, and measure lift. The gap summary is one fix, not a wish list.

Want continuous coverage? The paid eCommerce Insights product runs these checks every week against every SKU in your catalog, sends a Monday-morning digest, and flags regressions before they become trend lines on a board deck.

What "good" looks like

For a mid-market Shopify brand, "good" in Q1 2026 looks like this, based on eCommerce Insights's audit data (illustrative, to be refined as the sample grows):

• 50-70% citation rate across ten category-typical prompts for your top five SKUs. Above 70% usually means a well-known brand or a narrow category; below 50% means real work to do.
• Brand-level citation (even without product) on at least 80% of prompts. Below that, ChatGPT does not know your brand exists as an entity.
• At most one competitor appearing in every answer for your top SKUs. If the same competitor wins every prompt, they have built an entity-level advantage worth a separate investigation.
• Week-over-week stability. A 10-15 percentage point citation-rate swing week over week is normal; a 30-point drop is a real regression and worth immediate diagnosis.

If your report shows zero citations across all ten prompts for your flagship SKU, the problem is probably not a single PDP. It is likely schema gaps across the whole catalog plus an entity clarity issue. Start with the AEO Grader for the store-wide readiness score, then work through fix product schema for AI search and generate an llms.txt.

Related jobs

Related tools

• Shopify SKU Visibility Grader — the free grader used in this walkthrough.
• ChatGPT product visibility checker — zoom in on one product, five prompts.