Opinion: many product pages invisible to chatgpt because AI crawlers skip javascript
Most AI crawlers read only the initial HTML of a page and do not execute JavaScript that generates prices, inventory, specifications or reviews. As a result, a product can rank well in Google but return nothing to assistants like ChatGPT, Gemini, Perplexity or Google’s AI Mode. The article suggests a 30‑second test: open the top‑selling product page, click View Page Source, and look for the…
Key points
- AI crawlers read only initial HTML and skip JavaScript‑generated price, inventory, specs, and reviews.
- Trustpilot‑funded study found brands with 1‑13 reviews appear in 53% of AI answers; active review profiles appear in 75%.
- Amazon’s robots.txt blocks OpenAI, Anthropic and Perplexity, rendering its product listings invisible to ChatGPT.
Research by Vercel and MERJ shows the large majority of AI crawlers cannot run JavaScript. Trustpilot commissioned Seer Interactive to analyze over 800,000 AI answers; brands with 1‑13 third‑party reviews appeared in 53% of answers, while those with active review profiles appeared in 75%. The study was funded by Trustpilot, so the exact figures should be taken with a grain of salt. Amazon’s robots.txt now blocks OpenAI, Anthropic and Perplexity agents, making its listings invisible to ChatGPT’s organic shopping recommendations, whereas retailers such as Walmart, Target, Best Buy, Home Depot and Etsy allow indexing.
The piece advises developers to embed price, inventory and spec data directly in the static HTML, to maintain a presence on a few relevant third‑party review sites, and to treat AI shopping channels as a permanent infrastructure concern rather than a fleeting feature.
The story so far
2 episodes →- Opinion: many product pages invisible to chatgpt because AI crawlers skip javascriptthis story
Your Products Could Be Invisible to ChatGPT. Here’s How to Check in 30 Seconds.
entrepreneur.com · 22 September 2026
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This text was published by entrepreneur.com and written by Al Sefati. It is reproduced here with attribution so you can read it in full; the rights remain with the publisher. Read it at the source ↗
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