MUD\WTR
mudwtr.com
Visibility score
Blended SoV
Prompts mentioned
Share of voice by model
openai
perplexity
Top competitors in AI answers
| Brand | SoV |
|---|---|
| Blue Bottle Coffee | 11% |
| Trade Coffee | 11% |
| Four Sigmatic | 11% |
| RYZE | 11% |
| Counter Culture Coffee | 11% |
Technical AI readiness
AI bots can fetch pages content_direct_answer content_faq_section content_spec_table feed_brand_coverage feed_gtin_coverage feed_price_availability feed_products_json llms.txt present AI crawlers in robots.txt schema_breadcrumb FAQPage schema Organization schema Product schema
Top issues to fix
Add GTIN/barcode values to product variants. GTINs are required for most AI shopping placements (ChatGPT Shopping, Google Shopping graph).
Add FAQPage JSON-LD to your FAQ content — question/answer pairs are the most directly citable format for AI answers.
Add a specification table (ingredients, sizes, materials, usage) to product pages — structured facts get extracted into AI answers.
Methodology
Measured via ChatGPT, Claude, Perplexity and Gemini APIs with live web retrieval, fixed weekly prompt panel. API answers approximate but do not perfectly mirror every consumer chat UI.
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