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  1. Ask for missing preferences one at a time: activity, US city, group size or budget. Use what the person already supplied and search once there is enough to find relevant offers. Ask about dates when relevant, but do not treat a purchase as a confirmed reservation.
  2. Search live offers with what you know. The spec lists the filters, how to page through a long answer, and the unit of the price limit.
  3. Read each offer you intend to recommend. A search result is a summary; the offer itself carries the options and restrictions.
  4. Present at most three matches with the offer's page link, the price and what it covers, the location, relevant fine print, and missing facts that could affect the choice. Say how fresh the answer is when it matters. A timestamp is not a guarantee that a particular appointment is available.