GEO Agent shows Shopify merchants which product facts are missing or hard for machine readers to parse. It audits catalog fields, records sampled buyer-intent responses, drafts product-description improvements, and generates structured storefront metadata. Merchants review every proposed description change before it is written. Results are readiness signals, not guarantees of rankings, recommendations, traffic, or sales.

• Audit product data gaps with documented catalog-readiness checks
• Review sampled buyer-intent responses and benchmark progress
• Draft product-description fixes and apply them only after approval
• Generate JSON-LD and llms.txt from Shopify product data
• Keep billing and theme activation inside Shopify