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Technology

Travlr ID White Paper: Airlines Need Identification Layer in Shopping Framework

By Michael B. Baker / November 14, 2025 / Contact Reporter
Business Travel News on X

Airlines need to add another layer to the shopping framework to determine the shopper's identity and intent prior to computation, according to a white paper published by by Travlr ID and Futures Lab.

The white paper notes a "turning point" in the airline retail system, with airlines globally processing more than 100 billion shopping queries each data, according to data from the International Air Transport Association. That comes in part from metasearch sending replicated queries across hundreds of suppliers, corporate reshopping bots repricing itineraries and generative AI agents exploring fares, according to the white paper. IATA projects automated requests will make up more than 70 percent of offer generation by 2027.

"Each of these automated interactions triggers the same expensive sequence of fare construction, rule evaluation and tax calculation as a genuine booking attempt," according to the white paper. "The result is a continuous drain of CPU cycles and network capacity. Airlines are, in effect, paying to serve machines that will never travel."

Airlines' shift away from the traditional EDIFACT distribution model has compounded this problem. In a white paper published last month, IATA said the global distribution systems have been a buffer for airlines in handling high volumes of availability requests, "partially shielding the airline's systems from direct load." That is not the case with New Distribution Capability, however.

"This API-based, real-time request/response model means that each search, such as a round-trip query, can generate dozens of calls to various airline systems," according to the white paper. "For instance, a calendar shopping request for one month might result in around 450 requests…to explore all combinations of outbound and inbound dates. The cost and feasibility of handling these requests falls directly on the airline."

IATA has shifted the way it measures airline shopping away from "look-to-book" amid this increasing automation, instead looking at "offer-to-order," which measures how many offers displayed end up with orders, as well as "CPU-to-order," which measures how much each booking costs in computation. The white paper, however, suggest airlines should adopt a "profile-to-order" approach, in which requests are sorted by the likelihood of an actual purchase before an offer is generated.

With that, airlines could determine whether a request merits an offer or something that requires less computation, such as a cache or light offer, or should be throttled. Airlines could set governance tiers within that—for example, giving corporate and duty-of-care agents full computing access while limiting responses to public and anonymous channels—or set up other models, such as contracted computing quotas with distributors, according to the white paper.

"In this model, identity clarifies who may request, intent clarifies why the request exists and consent clarifies how much computation is authorized," according to the white paper. "The result is a retail ecosystem that is both efficient and transparent."

The white paper includes a call to action for the industry, including the creation of a "neutral, non-commercial consortium"—with participants including airlines, GDSs, travel management companies, AI developers and regulators—to help evolve profile-to-order into an "industry-recommended practice," the establishment of a "multi-actor pilot" to measure computation reduction and formalized interoperability guidelines between profile governance and NDC and One Order.

 "Through these steps, profile-to-order becomes not only a technological improvement but a foundation for ethical, efficient and agent-ready travel retail," according to the white paper. "The industry’s next leap is not a new standard but a new mindset. Computation itself becomes a governed asset—one that must be managed with the same discipline as safety, emissions and financial reporting."

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