Preferd scores every product 0-100 on how well AI shopping agents (ChatGPT, Gemini, Copilot, Perplexity) understand and recommend it, rewrites weak fields with AI, applies them to Shopify and shows the before-and-after lift, with one-click revert. Then it proves the payoff: first-party tracking of the visits, orders and revenue AI sends you, dated receipts of new AI citations, competitor share of voice, trends and a printable impact report. A guard restores overwritten work in one click.

• See a 0-100 AI-readiness score for every product, ranked by opportunity
• One-click AI rewrite of titles, descriptions, tags and SEO meta
• Apply changes to Shopify, see the score lift, revert anytime within 30 days
• A guard alerts you and restores your work if it gets overwritten
• See if real AI assistants recommend you over competitors, with dated proof