Shopify's agentic commerce tools help AI agents check out — not choose. OtoRank fills that gap: it scores every product's AI-readiness, writes AI-optimized descriptions and FAQs, builds an auto-updating llms.txt shopping guide, and shows you which AI crawlers (GPTBot, ClaudeBot, PerplexityBot) actually visit your store. Every draft waits in a review queue for your approval before it publishes. Works on install, no config needed, free plan available.
Hey Product Hunt! We built OtoRank because we noticed a gap: Shopify's agentic commerce tools handle the transaction once an AI agent picks a product, but nothing helps that AI agent choose your product in the first place.
Shoppers are increasingly asking ChatGPT, Gemini, and Perplexity what to buy instead of typing a search query, and Google itself now answers with AI summaries instead of ten blue links. Shopify's own AI infrastructure covers cart, checkout, and payment, but it doesn't hand AI agents the product descriptions, FAQs, and context they need to recommend you by name.
OtoRank closes that gap: an AI-readiness (AEO) score for every product, AI-optimized descriptions and FAQs written the way AI actually reads, an auto-updating llms.txt shopping guide, and analytics on exactly which AI crawlers (GPTBot, ClaudeBot, PerplexityBot) are visiting your store. Everything sits in a review queue, so you approve or edit before anything publishes.
Free to install, works with zero config. Would love to hear what you think, and happy to answer any questions!