The Shopping Journey Now Has Room for a Conversation
A study of 31.1 million travel-platform users shows how chat and search work together. For product brands, the opportunity is to help buyers work out what fits.
“I need a carry-on” sounds like a product search. “I’m taking my mother on a week-long trip, we’ll change trains twice, and I’ll carry both bags up the stairs” is the beginning of a conversation.
The second shopper has given a business more useful information. Weight, handles, mobility, packing capacity, and the traveler’s airline may all affect the choice. The customer may still need to discover which trade-off matters most.
Conversational AI creates another way to do that work before a purchase. It can sit beside familiar search tools, with the shopper moving between the two as the question becomes clearer.
What the travel study adds
Researchers examined activity from 31.1 million Ctrip users who logged in during July 10–24, 2025. By the start of that period, 6.1% had previously used the platform’s Wendao assistant. Among journeys involving both chat and search, 53% alternated between them; 26% put chat before search and 21% put it after.
The paper associates assistant use with exploratory tasks that can be difficult to express as keywords. It describes behavior on a Chinese travel platform, rather than a controlled test of US retail sales. The 53% figure refers to journeys using both tools, not all shopping journeys.
For a product brand, our inference is useful even without assuming that travel behavior transfers directly. A shopper can arrive with a situation, discover the relevant criteria, and only then recognize the right product category or configuration.
The questions before the product name
A luggage catalog organizes products by size, collection, and price. A customer organizes the problem around a trip. Those two ways of thinking need a connection.
In our illustrative family trip, “lightweight” provides little help by itself. Empty weight in pounds, the location of lifting handles, exterior dimensions including wheels, and usable capacity give the shopper something to compare. A demonstration of lifting the packed bag can explain a feature that a studio image leaves obscure.
Some answers also depend on information the brand cannot settle universally. Airline limits vary. The page can give exact exterior dimensions and tell buyers to compare them with their carrier’s current requirements. That is useful guidance at the point of uncertainty.
The commercial opportunity is to reduce the distance between a person’s circumstances and an understandable choice. A customer who knows why a product fits has a better basis for deciding than one left to interpret a list of adjectives.
A better answer can change the product, too
Repeated questions are more than material for an FAQ. If shoppers consistently ask whether a bag is manageable on stairs, the team may need to examine weight distribution, handle comfort, or the size of the intended user. A content problem can reveal a design problem.
The same applies after purchase. A return described as “too heavy” may concern the empty bag, the way it carries a typical load, or a mismatch between expectations and reality. Keeping that detail helps product and content teams choose the right response. Changing the description and changing the handle solve different problems.
A brand with several channels also needs to preserve the answer when it travels. The marketplace listing, store page, creator brief, and support team should refer to the same configuration. Otherwise, every additional discovery route increases the chance of meeting a different version of the product.
Make product knowledge usable across the business
At WIZIUM, we connect this question to the work behind the offer. Research can identify the comparisons and customer problems worth examining. In Premium projects, specialists and an expert lead carry agreed findings into product requirements, supplier work, and launch materials. The aim is to keep the reason for a product decision available to the people executing it.
A conversational interface may change where the customer asks. It makes the quality of the answer—and the operation able to deliver on it—worth closer attention.
How is discovery changing your work?
WIZIUM Research Lab is speaking with agency leaders, brand founders, and commerce operators about real projects: what customers now ask, which tasks AI helps with, and where information or responsibility gets lost.
An interview takes around 50 minutes. Leave your work details and professional profile; we will contact you to arrange a time. We plan to share findings through the Lab, and will agree any quotation published with your name before using it.