AI can build a polished travel itinerary in seconds, but it often mistakes online popularity for genuine local knowledge. In Sa Pa and across northern Vietnam, this can mean inaccurate seasonal advice, overcrowded attractions and the disappearance of smaller, community-based experiences from the recommendations travellers see first.