Agoda Executive: Reddit Is the Top Travel Source Feeding AI Models, and OTAs Have a Commercial Problem

The place travellers get advice and the place they book have come apart, and a senior Agoda executive says AI is widening that gap rather than closing it. Speaking at WiT Queenstown, Agoda VP of corporate development Timothy Hughes said Reddit has become the single biggest source of travel content feeding large language models, and that fixing this is now a commercial problem for online travel agencies rather than an abstract one.

Hughes, who has spent 14 years at Agoda after starting in business development at Expedia in 2000, said the industry's founding promise has not been delivered. The first slide he saw in 2000 showed customers on one side, suppliers on the other, and messy connections in between, with online travel positioned as the thing that would clear it up. More than two decades later, he said, the plumbing is still messy, if not messier.

What surprised him more was a different break. He expected content to sit at the heart of booking, and it does not. People now take their advice from TikTok, forums and AI assistants, then book somewhere else entirely. The original travel agent gave the advice and took the booking. That single relationship has split in two.

Ask ChatGPT where it gets most of its travel content, Hughes said, and the answer is Reddit. His assessment of what that produces was blunt: garbage in, garbage out. The industry has not worked out how to get genuinely good travel content in front of the models in the first place.

Why this lands on OTA balance sheets

Asked whether the largest OTAs, which route enormous marketing budgets to Google, carry some obligation to fix the pipeline, Hughes reframed it away from ethics.

"I don't think we have a moral responsibility. We have a commercial one. If we just leave it, ChatGPT ends up owning the content stream, Reddit becomes the default source and they cut OTAs out of the booking entirely," he said.

He added that disintermediation at the customer interface is a live topic at C-suite level inside major OTAs, though he said he is not senior enough to sit in board discussions on it.

Agoda's own answer, as he described it, leans on owned distribution: building an app good enough that travellers open it directly instead of arriving through Google or an AI assistant, while treating AI as a differentiator rather than only a threat. That is a familiar defensive posture across the sector, and it puts direct app traffic and repeat use at the centre of the strategy.

For accommodation operators there is a second-order point Hughes did not make explicitly. If OTAs succeed in pushing their content into the models, the property descriptions, review summaries and rate data that reach an AI assistant will be the OTA's version of a property, not the operator's. Whoever supplies the content the models read is shaping how properties get described to travellers who never visit either site.

Breaking your own model

On why Agoda has held ground in South Korea, Southeast Asia and Japan against entrenched local incumbents, Hughes offered a single answer: repeated self-demolition. He counted at least five distinct versions of the company over 14 years, from an inbound, SEO-driven app built on third-party Southeast Asian supply through to today's mix of domestic Korea, domestic India, its own payment rails, flights, and tours and activities. Each shift, he said, involved uncomfortable internal meetings where someone had to announce that a working business line was being abandoned. He was also candid that Agoda arrived late to both flights and tours and activities.

He argued the next round of self-disruption is already underway, and warned that AI pulls companies toward optimising what they already do rather than rebuilding the process itself.

Hughes also flagged a gap he expects the market to fill. As AI-generated media makes it harder to trust that any photo or story is real, he predicted demand for what he called marked authenticity, a mechanism for verifying that content is genuine. For operators competing on the strength of their own photography and property descriptions, that is worth watching.

This story originally appeared on WiT and was reported by PhocusWire.