PaperBoat Media · Original observational research · Florida / 2026
Does AI understand who your hotel is right for?
Three destinations. Twelve different trips. A closer look at what survives when an AI assistant turns a guest’s plans into a hotel shortlist.
The question behind the research
A recommendation has to carry a reason.
A family needs two bedrooms because the children go to bed before the adults. A conference guest needs the correct convention-center building. A couple wants dinner, a pool and four days without an itinerary. All three might ask for an upscale hotel. The work of recommending one begins with the differences between their trips.
For a hotel owner, an AI mention is therefore only the beginning of the question. Does the answer explain the property accurately enough for this guest to make a useful next decision?
PaperBoat Media tested that question across the Florida Keys, greater Orlando, and Daytona Beach and Daytona Beach Shores. We collected 48 completed responses from signed-out ChatGPT and Gemini sessions, using 12 fixed trip scenarios twice on each service. These were deliberately detailed briefs, with requests for sources and permission to recommend fewer than three properties.
The answers offered real distinctions. They also changed on repetition and sometimes carried incorrect supporting details. That combination is more useful to hotel teams than a simple count of how often a brand appears.
- 48 responsesTwelve scenarios, two services, two rounds. A small observational study, not an industry accuracy benchmark.
- 4 of 4Answers to the drive-to, adults-only, inclusive Keys brief shortlisted Bungalows Key Largo alone. Correct restraint was part of the evidence.
- One changed listChatGPT’s two answers to the same two-bedroom Keys brief had no shortlisted properties in common. One repeat cannot establish a stable visibility rate.
The four-answer observation is scenario K02. The changed-list example is K04. Read the exact prompts and both rounds in the response archive. Perplexity was planned but unavailable because of browser security screening; its 24 planned responses were not collected.
Florida Keys
The shape of the stay.
The meaningful difference may be a boat transfer, a second bedroom, or what the room rate actually includes.
Little Palm Island makes an unusually clear promise through its setting. Getting there by boat or seaplane is part of the separation from everyday life. For the anniversary couple in our brief, that can be a reason to choose it. For the couple who explicitly wants to drive to the resort without a transfer, it changes the answer. The property’s own FAQ makes the access requirement clear. [1]
The two briefs produced that distinction. In the inclusive, adults-only, drive-to scenario, all four collected answers selected Bungalows Key Largo alone. Its specific combination of location, age policy and meal-and-drink package mattered more than the instruction to produce three names.
That is a useful result for both properties. A guest who wants a road arrival should understand the transfer before choosing Little Palm Island. Bungalows deserves to be understood for the particular kind of stay it offers. A shorter list can respect both hotels.
Where the detail slipped
Gemini’s first anniversary answer described Little Palm Island as welcoming guests from age 16. The official FAQ says 18, with a separate minimum age of 21 to check into a room. Gemini’s second inclusive-resort answer called Bungalows Key Largo 18+; the resort states 21+. [1] [2]
Both fictional couples were 45, so neither age error disqualified their own stay. The concern is the reliability of the explanation. A plausible recommendation and an incorrect fact can coexist.
K01 / Anniversary evidenceK02 / Inclusive-resort evidenceThere were also examples of useful precision. ChatGPT’s first Bungalows answer preserved the four-night condition for an included dinner at Bogie & Bacall’s. The resort’s FAQ describes one complimentary dinner there for stays of four nights or longer. That is more helpful than allowing “all-inclusive” to imply that every dining arrangement is unlimited. [3]
A family room is a configuration.
Tranquility Bay’s two-bedroom waterview villa page explains the arrangement: a king bedroom, another bedroom with twin beds, a fully equipped kitchen and laundry. These are ordinary details with considerable value to parents. They let a reader picture bedtime, breakfast and the practical rhythm of a four-night stay. [4]
Yet the same family brief did not produce a fixed list. ChatGPT first returned Largo Resort, Tranquility Bay and The Reef at Marathon. On repetition it returned Hawks Cay, Baker’s Cay and Santa Maria Suites. The sets had no property in common. Both Gemini rounds included Tranquility Bay, with the second choice changing from Isla Bella to Hawks Cay.
This does not tell us which hotel “won.” We did not exhaustively establish every eligible property, and a shortlist is not a complete inventory. It tells us why an owner should resist treating one answer as a durable position in the market.
It also creates a specific editorial question. Largo’s Beach House page supports the two-bedroom kitchen configuration, while its resort information explicitly says there is no on-site restaurant. Its family suitability needs that dining context. The first ChatGPT answer did not discuss the absence of an on-site restaurant. The useful follow-up is to explain how meals work, rather than making a vague claim that the hotel lacks visibility. [16] [17]
Describe the room and the conditions that make the stay work. Then test whether those conditions survive the recommendation.
Also tested: pools and organized activities for children aged six and nine. Dates matter: Hawks Cay advertises its new Coral Cay Adventure and Waterpark for December 2026. A future facility should retain its opening date when used to explain a recommendation. [5]
Greater Orlando
The reason for the trip.
A quiet anniversary, a Magic Kingdom day and a conference commute ask different things of the same destination.
Orlando deserves a more attentive reading than “a hotel near the parks.” A couple can choose the destination for the resort itself. Four Seasons’ Oasis pool for guests aged 21 and older is a concrete example of how a family resort can make room for adult downtime without becoming an adults-only property. [6]
All four anniversary answers included Four Seasons Orlando, The Ritz-Carlton Orlando at Grande Lakes, and Waldorf Astoria Orlando, although the ordering and descriptions varied. The answers generally acknowledged the presence of families or the scale of the resort complexes. That distinction matters: the prompt asked for quiet time together and explicitly did not require an adults-only hotel.
A family prioritizing Magic Kingdom access received a different kind of explanation. The Disney answers discussed particular monorail, walking or boat options, and distinguished complimentary resort transport from paid Minnie Van service. This was useful attention to the daily experience rather than simply repeating luxury brand names. Routes and operating conditions still need checking for an actual stay. [18]
An included benefit needs its boundaries.
The Universal brief was deliberately precise: two adults visiting Universal Studios Florida and Islands of Adventure, with a hotel stay that includes Express Unlimited for those parks. Universal identifies Loews Portofino Bay, Hard Rock Hotel and Loews Royal Pacific for that benefit. Separate park admission and attraction restrictions remain part of the offer. [7] [8]
The first-round answers from both services identified those three hotels. ChatGPT also distinguished the included benefit from the different benefits at other Universal hotels. This is an example of AI carrying a commercially meaningful distinction forward. It gives a reader a reason to compare eligible hotels without implying that every hotel in the resort has the same package.
The building is part of the answer
For the conference-plus-family brief, the destination was specifically the OCCC West Building. Rosen Centre and Rosen Plaza both publish their West Building skybridge connections. Those named connections are stronger evidence than the phrase “near the convention center.” [9] [10]
ChatGPT included both Rosen hotels in both rounds. Gemini’s shortlist changed between rounds. These observations support checking the route explanation, not assuming that an omitted hotel lacks relevant facilities.
O04 / Convention-center evidenceThere is thoughtful hospitality behind an easy journey. Someone has to maintain the route information, explain the entrance, and anticipate what a guest carrying a conference bag or traveling with children will need. Good public information makes that work visible before arrival.
For an owner, the practical task is to name the destination, the route and the inclusion. If a benefit applies only to particular hotels, parks, rooms, dates or ticket holders, those nouns belong together. The study did not test whether rewriting a page changes AI recommendations, so this is an editorial recommendation rather than a proven ranking tactic.
“Nearby” describes a location. A useful explanation tells the guest how their day will work.
Daytona Beach & Daytona Beach Shores
The right kind of energy.
The beach, the Speedway and a music-led hotel are different reasons to come. Each deserves its own place in the answer.
The DAYTONA’s location in ONE DAYTONA, across from the Speedway, gives its motorsports identity practical meaning. Marriott describes the vehicle displays, the views and Blue Flame dining as part of the hotel. For someone organizing a stay around a Speedway event, that relationship to the destination matters more than having sand outside the room. [11]
All four Speedway answers placed The DAYTONA first or treated it as the sole shortlist choice. When beachfront alternatives appeared, the answers explained the sacrifice in proximity. That is a positive finding: the systems did not simply treat “Daytona” as an instruction to name oceanfront hotels.
The spa brief brought a different distinction into view. The Shores offers Indulge Spa and Azure dining. Hard Rock offers Rock Spa and Sessions alongside an explicit commitment to music and entertainment. These are different expressions of a coastal stay, each with a guest who may value it. [12] [13] [14]
In the first spa round, ChatGPT shortlisted The Shores alone and discussed Hard Rock as an exclusion because of the preference for a calmer atmosphere. Gemini included both, but prominently explained Hard Rock’s more energetic identity. In the second ChatGPT answer, Hard Rock appeared as a qualified option. Counting every mention as an equally strong recommendation would miss what the answers actually said.
A caveat can be useful representation
Hard Rock’s own materials invite guests to enjoy live music at Sessions or Wave Terrace. A recommendation that preserves that identity gives a music-loving guest something to look forward to and a quiet-seeking guest something to consider. It is not a judgment that the hotel is inferior. [14]
D04 / Spa and atmosphere evidenceThe family brief exposed a different uncertainty.
For a beachfront stay with a kitchen, Gemini recommended Club Wyndham Ocean Walk in the first round and Hilton Vacation Club Daytona Beach Regency in the second. Each answer explained trade-offs around what “upscale” meant. ChatGPT’s first answer included Max Beach and Residence Inn alongside a kitchen-qualified alternative.
Max Beach is a useful example of why the accommodation format deserves attention. Its official information describes residence-style accommodations and kitchens along with direct beach access and a pool. That is relevant to parents managing meals, even if their ideal room looks different from a conventional hotel room. [15]
The word “upscale” remained subjective across the study. We did not impose a hotel-classification system after seeing the answers. An owner can make room features, service arrangements and dining clear; that does not guarantee that every assistant will place the property in the same category.
Protect the identity guests come for. Accurate qualification can be more valuable than an enthusiastic but unsuitable mention.
From observation to a useful decision
What should an owner actually do?
Start with a trip your hotel serves well. The most useful question is whether a guest can understand the match and its limits. A generic “best hotels” prompt tells you much less about that.
The following review separates different situations so that each gets a proportionate response. It is a practical diagnostic, not a validated score or a formula for earning citations.
| What you observe | What it may mean | A useful next action |
|---|---|---|
| A fact contradicts current policy | The explanation needs correction. The hotel’s underlying information may already be clear. | Verify the operating fact and check current public versions. Record the exact wrong statement and repeat the same test later. |
| The answer flags a genuine mismatch | The system may be helping the guest choose appropriately. | Preserve the distinction. Explain a real alternative if one exists. |
| A relevant property is absent | One shortlist is incomplete by design; absence alone does not reveal a cause. | Repeat the brief, check sources and compare explanations before commissioning new content. |
| An important detail is unresolved | The answer lacks enough support for that claim, or the public information may conflict. | Find the room plan, policy, calendar or route that resolves it. Leave uncertainty visible until it is resolved. |
A small, repeatable review
Use the PaperBoat Guest Fit Framework and audit worksheet to record the evidence, assign a next action and review what changes.
- Choose a guest and a reason to stay.Use anonymized patterns from reservations questions. Include the details that change the recommendation: ages, bedrooms, arrival, dining, event location or an included benefit.
- Write down the actual answer first.Ask the relevant hotel team to verify it. Preserve distinctions between a standard inclusion, a paid package, a request and a guarantee.
- Run the same brief more than once.Keep the prompt, date, service, mode, answer and cited sources. Start fresh conversations. Note any location or interface differences.
- Fix a specific information problem.Add the missing floor plan or clear policy where guests already look. If the information is correct and easy to find, keep the observation and investigate before rewriting the site.
- Follow the question into real inquiries.Ask reservations whether guests repeat the misunderstanding. Record clarification work and mismatched expectations. An AI mention by itself does not demonstrate a booking, revenue or a lost sale.
The same care helps a human travel advisor explain a recommendation. Our separate essay on making a hotel easier for an advisor to recommend addresses that relationship and its operational handoffs. This study supplies observed examples from AI answers.
Methods / PBM-FIT-FLORIDA-2026-01
What this study can support.
On September 30, 2026, we collected 48 completed answers to 12 fixed prompts: four scenarios in each destination, repeated twice on ChatGPT and Gemini. Prompt wording and run order were frozen before collection. Each prompt requested an exploratory upscale shortlist, allowed flexible dates and no fixed spending cap, asked for sources and important mismatches, and permitted fewer than three recommendations.
The three destinations were chosen deliberately for their different trip contexts. They are not a random sample of Florida hotels or traveler behavior. “Upscale” was prompt language, not an audited classification of the hotels returned.
| Destination | Fixed scenarios | Completed responses |
|---|---|---|
| Florida Keys | Anniversary; inclusive adults-only; family activities; two-bedroom family accommodation | 16 |
| Greater Orlando | Anniversary; Disney family transport; Universal Express Unlimited; conference plus family | 16 |
| Daytona area | Anniversary; family beachfront with kitchen; Speedway event; oceanfront spa | 16 |
Platforms, settings and collection limits
Both services were used signed out in a cloud browser. Gemini displayed Flash-Lite; ChatGPT did not display a model identifier. Automatic search and travel widgets were allowed as presented. The environment had UK location signals, including GBP in Gemini hotel widgets. These conditions limit generalization to signed-in users, other models, countries and dates.
Widgets sometimes supplied dates and guest counts that were not the requested four-night exploratory brief. The essay analyzes the narrative recommendations, not every hotel card, price or map marker. Displayed prices were not treated as verified quotes.
The original plan included Perplexity, for 72 planned answers. Security screening prevented its use in this browser, leaving 24 uncollected cells. They were neither imputed nor treated as failed hotel recommendations. One first-round Gemini spa attempt returned a stopped-response message without an answer; its single technical retry supplied the recorded response.
How claims were checked
We retained the full browser text captures and checked the factual claims discussed in this essay against official hotel, resort or operator pages. Several pages were available through indexed official text while direct retrieval failed; the source register identifies that provenance. A failed fetch was not classified as a hotel’s policy toward AI crawlers.
This is a qualitative, AI-assisted analysis with selected claim checks. It is not a complete claim-by-claim accuracy audit of every sentence in the 48 answers. Unverified claims in the archive remain model output, not PaperBoat findings. Public hotel descriptions do not independently establish how quiet a property feels on a particular night.
The frozen protocol requires independent human coding before comparative accuracy scores. No such scores or service rankings are published here. There were no hotel stays, interviews, booking experiments or changes to hotel websites as part of this study.
What we did not infer
We did not infer that an omitted hotel lost a booking, that one service is generally more accurate, that an incorrect answer originated on the hotel’s website, or that a content change would cause more recommendations. The two rounds are within-session repeats, not evidence of long-term stability.
A useful shortlist can have alternatives with clearly stated compromises. We preserve those qualifications rather than counting every mention as an unconditional fit. Conversely, agreement on a hotel does not validate every supporting sentence.
The archive makes the tested wording and observed outputs available for inspection. Future repetitions should keep versioned prompts and distinguish changed operating facts from changed answers.
Evidence register
Check the details.
Official sources support the property facts discussed above. Policies and operating schedules can change. These links document the September 30, 2026 review; they are not a guarantee for future travel dates.
Open the 18-source register
- Little Palm Island: frequently asked questions
Admission from 18; room check-in from 21; boat or seaplane access. Indexed official text retrieved September 30, 2026. - Bungalows Key Largo: resort policies
Adults-only policy, 21+. Official indexed policy and offer text retrieved September 30, 2026. - Bungalows Key Largo: frequently asked questions
One included Bogie & Bacall’s dinner for stays of four nights or longer. Official indexed text retrieved September 30, 2026. - Tranquility Bay: two-bedroom waterview villa
Two bedrooms, king and twin beds, equipped kitchen, laundry and pools. Official indexed text retrieved September 30, 2026. - Hawks Cay: Coral Cay Adventure and Waterpark
Advertised opening in December 2026. Official indexed text retrieved September 30, 2026. This does not establish the status of every older facility. - Four Seasons Orlando: couples’ itinerary
The Oasis pool welcomes adults aged 21 and older. Official indexed text retrieved September 30, 2026. - Universal Orlando: Express passes
Hotel Express Unlimited benefit, separate admission and participating-attraction restrictions. Official indexed text retrieved September 30, 2026. - Universal Orlando: resort reservations
Official hotel-benefit text identifies Portofino Bay, Hard Rock Hotel and Royal Pacific for the included Express Unlimited benefit. Indexed text retrieved September 30, 2026. - Rosen Centre: convention-center connection
Skybridge to the OCCC West Building. Official indexed text retrieved September 30, 2026. - Rosen Plaza: Gary Sain Memorial Skybridge
Connection to the OCCC West Building. Official indexed text retrieved September 30, 2026. - The DAYTONA: hotel overview
ONE DAYTONA location across from the Speedway; Blue Flame dining; motorsports design. Official indexed text retrieved September 30, 2026. - The Shores Resort & Spa: spa
On-property Indulge Spa and treatment offerings. Official indexed text retrieved September 30, 2026. - The Shores Resort & Spa: dining
Azure on-property dining. Official indexed text retrieved September 30, 2026. - Hard Rock Hotel Daytona Beach
Oceanfront pool, Rock Spa, Sessions and live music positioning. Official indexed text retrieved September 30, 2026. - Max Beach Resort: frequently asked questions
Residence-style accommodations, kitchens, beach access and resort amenities. Official indexed text retrieved September 30, 2026. - Largo Resort: The Beach House
Two bedrooms and a full kitchen. Official indexed text retrieved September 30, 2026. - Largo Resort: resort information
The resort explicitly explains that it has no on-site restaurant. Private-chef arrangements and local dining are separate. Official indexed text retrieved September 30, 2026. - Walt Disney World: resort transportation
Complimentary resort transportation; route details depend on the resort and destination. Official indexed text retrieved September 30, 2026.
The work worth protecting
A good hotel has reasons to be chosen.
Those reasons are built by people: the team maintaining a quiet pool, the person explaining a room arrangement, the staff planning dinner around an evening’s entertainment, the colleague who knows which convention entrance matters.
An AI answer will never contain the whole stay. It can, however, carry enough of those particulars to help a guest make a thoughtful choice. That is a useful standard for owners to examine, and a more generous one than asking every hotel to appear in every list.
If your team keeps correcting the same misunderstanding, that is a good place to begin a conversation. Explore our approach to search clarity and organic growth.