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An initial benchmark dataset is introduced, namely ASURRE, for AI-assisted survey participation to capture usage strategies ranging from full generation and revision to persona-grounded agentic completion, and it is shown that agentic completion cannot fully replicate respondent-level behaviour and leaves distinctive behavioural traces.