Amazon
Visibility Score
Avg Platform Score
AI Mention Rate
GEO Readiness
Platform Breakdown
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Competitive Landscape
Brands that appear alongside yours in the same AI queries and topics↑ Eco-friendly, pleasant scents, widely available.
↓ More expensive than some competitors, not always effective on the toughest stains.
Shared AI query topics
↑ Effective on tough stains like limescale and soap scum, popular on social media.
↓ May require some scrubbing, can be difficult to find in some stores.
Shared AI query topics
↑ Very effective at removing hard water stains, limescale, and rust.
↓ Strong chemical odor, may be too harsh for some surfaces, not an all-purpose cleaner.
Shared AI query topics
↑ Disinfecting properties, effective on limescale and soap scum, widely available.
↓ Strong chemical odor, not always eco-friendly.
Shared AI query topics
↑ Foaming action helps with cleaning, effective on soap scum and limescale.
↓ Foam can be mild, can be more expensive than some alternatives.
Shared AI query topics
Action Items
3 opportunities identifiedAdd llms.txt file
Create a /llms.txt file to instruct AI models how to describe your brand.
Create authoritative content
Publish thought leadership content to increase AI training data about your brand.
Add XML sitemap
Create a sitemap.xml so AI crawlers can discover all your pages.
How AI Search Visibility Is Measured
OpenFound's GEO Index tracks brand visibility across ChatGPT, Gemini, Claude, and Perplexity. Each week, we run hundreds of industry-relevant queries and analyze whether brands are mentioned, cited, or recommended in AI-generated responses.
The visibility score (0–100%) reflects the share of relevant queries where the brand appears, weighted by citation quality, positioning, and sentiment. Brands in Other are benchmarked against peers in the same vertical.
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