# How Reddit Shapes AI Trust in Booking Platforms > Asked which site to book, Google AI Mode cited Reddit in one answer in five and ChatGPT in none. Asked about a booking site by name, Google AI Mode cited Reddit in three answers in four, mostly stuck refunds, and both engines advised booking direct about two times in three. By Vlad Shvets, Partner @ Qvery 路 Published 2026-09-22 路 Updated 2026-11-09 路 10 min read Canonical: https://qvery.ai/blog/reddit-booking-platforms-ai-visibility/ Of everything an AI assistant can tell a traveler about a booking platform, a site that sells hotels, flights or trains from many suppliers, one line points the traveler to somebody else's checkout: book directly with the hotel or the airline. Some version of it closed about **two answers in three** when we asked ChatGPT and Google AI Mode whether a well-known booking site could be trusted. If you run one of those sites, that advice sends a traveler away just before checkout. The work that changes it sits in your refund operation and your help center, not in a posting calendar. The refund operation is also where the money goes. In our example, five refund specialists spend about 40% of their week checking open refunds against their deadlines and chasing the hotel or airline that holds the money: about $133,200 a year in pay and benefits. > 馃С At Qvery, we help booking platforms cut what chasing refunds costs and put their support leads back on the travelers who need a person, with custom AI agents that check every open refund against its deadline, draft the follow-up asking the hotel or airline to pay and the update to the traveler, and leave every send and every payout to your team. ## What Assistants Tell a Traveler About a Booking Site Our research, October 2026: ChatGPT and Google AI Mode asked from the United States whether ten large booking sites are legit and reliable for a refund, 40 answers an engine. A cited page is a page the answer links as its source. Asked which site to book on, before any name comes up, Reddit barely shows: ChatGPT cited it in none of its answers and Google AI Mode in about one in five. - **30 of 40** of Google AI Mode's answers about a named booking site cited Reddit - **11 of 40** of those answers cited any page of the site's own - **39 of 40** of ChatGPT's cited the site's help center, terms or policy pages Source: Qvery research: ChatGPT and Google AI Mode answers to trust questions about ten named booking sites (October 2026) Google AI Mode leans on Reddit and on Trustpilot, which sat under about half of its answers. ChatGPT's answers came from the other end: they cited the site's own pages in every answer. The verdict at the end points the traveler elsewhere. ChatGPT advised booking directly with the hotel, airline or provider in about two answers in three, Google AI Mode in nearly as many, and on the refund question in three answers in four and seven in ten. The advice came after a yes: **every answer** to "Is it legit?" said the site was legitimate, and more than half went on to recommend booking direct anyway. What they warned about was what happens when plans change: a refund that has to travel from the hotel to the site to the traveler, and a support line that cannot overrule the hotel. The alternative they name is the supplier's own website, offered at the moment the traveler is deciding whether to pay you. Ten large sites asked on one day is a sample, and you cannot see what an assistant tells a traveler about your name without asking every day, on both engines. GEO Agent: https://qvery.ai/geo-agent/ ## The Threads Are Refunds Stuck With a Hotel Many of the Reddit threads Google AI Mode cited under those answers were a traveler's own account of a refund or a cancellation that went wrong after booking; most of the rest were someone asking, before booking, whether the site was safe to use. In about three in four of those accounts, the money or the change was stuck between the booking site and the hotel, the airline or the host, each pointing at the other. **Tips** > They said that the hotel is responsible for the refund so I need to deal with the hotel directly. > ([r/TravelHacks 路 Jan 2026](https://www.reddit.com/r/TravelHacks/comments/1qpamc4/expedia_free_cancellation/)) > Every time I call, they tell me the manager isn鈥檛 working so they can鈥檛 get an approval. > ([r/TravelHacks 路 Jan 2026](https://www.reddit.com/r/TravelHacks/comments/1qpamc4/expedia_free_cancellation/)) ![Five steps: a traveler cancels in time, the supplier holds the money, the site and the hotel point at each other, the traveler posts on Reddit, and the next AI answer about the site cites it.](https://qvery.ai/blog/reddit-booking-platforms-ai-visibility/illustration-refund-path.webp) *The path behind most of the refund threads Google AI Mode cited under answers about named booking sites; step two is the one a booking site runs.* > The trust answer about a booking site reads like a report on its refunds. I'd send it to the payments lead before marketing, because a better post cannot settle money stuck with a hotel. Give each overdue refund an owner and a date, then check the AI answers separately. We have not tested whether fewer late refunds change what the engines cite. > > Vlad Shvets, Partner @ Qvery Your help and terms pages are where your side of the refund question gets read, so the cases travelers worry about belong on them in plain words: the hotel that refuses, the airline that refunded you but not the traveler, and what your site does then. On Google AI Mode the cited page is mostly a customer's account, and posting your side into those rooms is the wrong fix: r/travel and r/hotels both remove self-promotion. **What each engine cited for a booking site's name** | Engine | Cited most, of 40 answers | What you control | |---|---|---| | ChatGPT | Your help and terms pages (39), Better Business Bureau (30), Trustpilot (21) | What those pages say about refunds | | Google AI Mode | Reddit (30), Trustpilot (21), your own pages (11) | How the next refund goes | ## What the Refund Queue Costs The accounts in those threads share a shape: the money sits with one party, the promise came from another, and nobody is chasing it on a clock. That chasing is repetitive, it runs on records the company already keeps, and a person can sign every message before it leaves. In our example, five refund specialists with a few hundred refunds open at a time spend 40% of their week on it. Customer service representatives earned a mean $46,590 in May 2025, the Bureau of Labor Statistics reports; with benefits at 30% of private employer costs, that is about $66,600 a person. (An interactive calculator on the page: roi-supplier-refund-follow-up.) On those numbers the job costs $133,200 a year, and $62,880 with AI agents taking the deadline checks and the drafts, 60% of the work ($53,280 of staff time left and $9,600 a year to run them): $70,320 and 2,496 hours handed back, and every $10,000 of the build earned back in 1.7 months. Refunds that stop running late also spare you some cases of the traveler's bank taking the money back, a cash line the calculator leaves out. > 馃摉 **Who owes the refund** The company that took the traveler's payment. For US airfare, the Department of Transportation makes it responsible for refunds when they are due, online travel agencies included, and sets 7 business days for an automatic refund on a credit card purchase. Contracts and local law decide the rest: check them with counsel before the agents' rules are set. ## What the Agents Do Every Morning Every morning, and the moment a cancellation lands on a booking whose money a supplier holds, the agents compare each open refund with the earliest deadline that applies to it: the promise shown at booking, the supplier's contracted days and, for card-paid US airfare, those 7 business days. Each refund is marked on time, at risk or late. Your leads get one morning list in the support queue they already use: a drafted follow-up to the supplier for every refund at risk, a drafted note to every traveler whose date has passed, saying who holds the money and the next date, and a decision line for every refund past your own promise. The payments lead decides each late refund no rule already settles: pay it now and recover it from the supplier, or wait. Where a legal deadline applies, the deadline decides. ## What They May Touch **What the refund agents may and may not do** | The agents may | The agents never | |---|---| | Read your booking and payment records, supplier contracts and support queue | Open Reddit, Trustpilot or any review site | | Check every open refund against its deadline | Post anything, anywhere | | Draft each follow-up to a hotel or airline and each note to a traveler | Send on their own before you decide they may | | Flag every refund past your promise to the payments lead | Promise or release money nobody approved | Where a thread or a review needs reading, a person reads it. At first the support lead approves every traveler note one by one; after that, you decide which standard notes go out without a person approving them. Whether fewer late refunds change what the answers cite is untested. Count the refunds on their own terms, and measure the answers separately. ## Last Month's Open Refunds Are Where We Start Bring last month's cancellations with the refunds still open. We build the agents, connect them to your booking and payment records and supplier contracts, and run them on those refunds beside what your team did within two weeks of access; then you decide what they send on their own. What the agents may read and do is set in a written agreement, your data is processed where that agreement says, and every check, draft and flag is logged. Have Qvery Build Your Refund Follow-Up Agents: https://calendly.com/qvery-vlad/30min ## Frequently asked questions ### Should a booking platform post on Reddit to fix what AI answers say? No. The communities these answers cite remove self-promotion (r/travel bans it "including any disguised as genuine discussion", r/hotels removes posts advertising booking websites), and the threads that answer the trust question are customers' accounts of refunds. What changes the next account is how the next refund is handled. ### What should be on our help center for AI answers? The refund facts in plain words: who issues the refund for each kind of booking, how long it takes, what happens when the hotel or airline refuses or delays, and how a traveler reaches a person. ChatGPT cited a help, terms or policy page of the site in all but one of its 40 answers about a named site. ### Can old Reddit threads still affect answers about our site? Yes: some of the threads cited under our answers about named sites predated 2024, the oldest from November 2018. Treat the cited account as a record of what happened then, and check whether the same refund problem still exists in your operation. ### Will faster refunds improve our AI recommendations? That link is untested in this research. Measure refund performance for its own business value, and track AI answers separately rather than treating a better queue as proof of better recommendations. ### Does Google AI Mode cite Reddit about booking sites? Often, once a site is named. In our October 2026 research, Google AI Mode cited Reddit in about three of every four answers about a named booking site, and Trustpilot in about half. Asked which site to book before any name came up, it cited Reddit in about one answer in five. ### What does ChatGPT cite about booking site legitimacy and refunds? Across questions about named sites' legitimacy and refund reliability, ChatGPT cited their help, terms or policy pages in all but one answer. It also cited the Better Business Bureau and Trustpilot. Separately, it cited Reddit in none of its answers about which site to book. ### Do AI assistants tell travelers to book directly? Often. Across the research, ChatGPT advised booking directly with the hotel, airline or provider in about two answers in three. Google AI Mode did so in nearly as many. Every legitimacy answer said yes, but more than half of those answers recommended booking direct anyway. ### Why do AI answers warn travelers about booking sites? Because of what happens when plans change: a refund that has to travel from the hotel to the site to the traveler, and a support line that cannot overrule the hotel. The alternative they name is the supplier's own checkout. ### What do Reddit threads Google AI Mode cites about booking sites say? Many Reddit threads Google AI Mode cited about named booking sites described refunds or cancellations that went wrong after booking. In about three in four of those accounts, money or changes were stuck between the site and the hotel, airline or host. Each pointed at the other. ### Who owes a refund on a cancelled US flight booked through a travel site? The company that took the traveler's payment. For US airfare, the Department of Transportation makes it responsible for refunds when they are due, online travel agencies included, and sets deadlines for paying them. ### What does chasing supplier refunds cost a booking platform? In this post's example, five refund specialists spend 40% of their week on a few hundred open refunds: $133,200 a year. With agents taking the deadline checks and drafts, it falls to $62,880, and 2,496 hours come back. ### What do refund agents do every morning? They compare each open refund with the earliest deadline that applies: the promise shown at booking, the supplier's contract or a legal deadline. Each refund is marked on time, at risk or late. ### What lands on the support lead's list each morning? A drafted follow-up to the supplier for every refund at risk, and a drafted note to every traveler whose date has passed, saying who holds the money and the next date. At first the lead approves every traveler note. ### Who decides whether to pay a late refund before the supplier does? The payments lead, for each late refund no rule already settles: pay it now and recover it from the supplier, or wait. Where a legal deadline applies, the deadline decides. ### Do refund agents read Reddit or Trustpilot? No. They read your booking and payment records, supplier contracts and support queue; where a thread or a review needs reading, a person reads it. ### Do faster refunds save money beyond staff time? Yes, partly off the calculator: refunds that stop running late spare you some cases of the traveler's bank taking the money back. ### How do you start with refund follow-up agents? Bring last month's cancellations with the refunds still open. The agents run on those refunds beside what your team did, within two weeks of access.