When a shopper asks Alexa for Shopping, ChatGPT, or Google "what is the best X for Y," the assistant quotes the listing it can read most clearly — and in the agentic-commerce era, agents don't just recommend, they compare and buy. This check scores your title and bullets against the four bars of an Agent-Ready listing: machine readability, entity clarity, structured signals, and compliance health.
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Tip: load a sample. This is a deterministic, on-device check — it never calls an API and costs no tokens.