Context
Yan and colleagues analyze anonymized Ctrip travel-platform activity from 31.1 million logged-in users and document adoption, chat-search sequencing and exploratory intent in the Wendao assistant.
What changed
An original longitudinally linked behavioral study of platform-embedded AI shopping interactions provides observed user, search, chat and booking patterns, including chat-search interleaving.
Why it matters
Shopping AI discovery can coexist with conventional keyword search during the same purchase journey; AI visibility measurement should track both channels and intent progression.
Visibility OS interpretation
Visibility OS interpretation: measure AI-assisted exploratory discovery, search interleaving and downstream product consideration separately. These descriptive associations are not evidence that AI chat causes sales or determines citation rankings.
What remains uncertain
Do these patterns replicate beyond Chinese travel commerce? Does AI assistant access causally shift consideration, conversion or conventional search behavior? How do different entry points affect usage?