← Writing

Hilton's AI planner and the context problem

The value AI delivers in trip planning is proportional to the context it holds on the traveler. A brand chat widget starts at zero every time, while assistants accumulate behavioral history, so the leverage sits on the wrong side of the equation.

18 March 2026 · Note · Applied AI

General assistant

Session 1
Session 2
Session 3
Session 4

Context accumulates across everything the traveler does

Brand chat widget

Session 1
Session 2
Session 3
Session 4

Starts at zero every time; the traveler does the context work

The value of AI trip planning is proportional to the context it holds on the traveler.

Hilton’s new AI Planner is a genuine signal that hotel brands are taking conversational AI seriously. The commercial logic behind it is shakier.

The value AI delivers in trip planning is proportional to the context it holds on the traveler. ChatGPT gets better recommendations over time because it accumulates broad behavioral history. A brand chat widget starts at zero. The customer has to manually reconstruct their preferences, their travel patterns, their constraints, just to get past surface level suggestions. That friction does not disappear because the interface looks modern.

I suspect this is why free text search has never converted particularly well. The optimized booking flow exists for a reason. Filtered attributes, visual merchandising, structured choices, these work because travelers have validated them through endless testing and iteration. It is not obvious that a cold conversation structure replaces that.

Google and the AI providers are structured to hold the behavioral depth that makes AI recommendations genuinely useful. A siloed planner on brand.com will never be able to compete with that context accumulation, so it will always feel less tailored.

If your demand capture strategy depends on an interface that requires the traveler to do the context work, the leverage is on the wrong side of the equation.

Originally posted on LinkedIn

The CN Tower, Toronto