VNest Gemini Shopping Feed
A ChatGPT and Gemini shopping feed that helps AI assistants find and recommend your products. VNest builds a ChatGPT and Gemini shopping feed from your Shopify catalog. It audits the signals AI shopping assistants read: product schema, FAQ markup, image alt text, GTIN completeness, and llms.txt and robots.txt access. It queries ChatGPT, Gemini, Claude and Perplexity with real buying prompts so you can read the answers they give about your brand. It then generates a Google Merchant Center shopping feed enriched with AI shopping attributes, plus a bulk checklist to close every gap.
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Overall sentiment is mixed, with users praising the quick setup and ability to get products visible in ChatGPT search results. However, there are significant concerns regarding potential site breakage from features like robots.txt editing and issues with customer-facing data injection.
Mined from reviews and the listing
AI-extracted signals, not verified claims — read the source text before treating any of these as fact
What it actually does
Customers asked for
- • Need a way to see measurable GPT visibility data
- • Improve the handling of robots.txt to avoid breaking Google Ads
Common complaints
- Bug: Misconfigured robots.txt feature broke Google Ads campaigns.
- Bug: App injects attribution data into customer-facing order notes.
- Support quality: Multiple users reported difficulty or lack of response from support.
- Performance: One user saw zero measurable results in AI search visibility after a month.
- Missing feature: Dashboard lacks meaningful metrics on actual GPT visibility.
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