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Travel · a live data story

Package Holidays, Cruises & Tours,
according to AI

Every week we ask ChatGPT, Claude and Gemini the questions real UK consumers ask about package holidays, cruises & tours — and record exactly which brands they put forward. Right now, Booking.com owns the conversation.

0 AI answers this run · 0 brands named · measured, never estimated

The podium

Booking.com is the default answer.

Named in 47% of package holidays, cruises & tours answers, typically in position 1.6. Scenic follows at 18%, Marella Cruises at 8%.

Scenic
18% of answers
Booking.com
47% of answers
Marella Cruises
8% of answers
The full board

Every brand AI names, ranked.

Visibility is the share of answers naming the brand; citation share is its slice of all brand-owned pages cited; read→cited is how often its pages convert a read into a citation.

#BrandVisibilityAvg. positionCitation shareRead→cited
1Booking.com 47% 1.6 0%
2Scenic 18% 1.6 0%
3Marella Cruises 8% 3.0 0%
4Celebrity Cruises 7% 3.5 0%
5Royal Caribbean 5% 1.7 33% 33%
6On the Beach 5% 2.0 0%
7Princess Cruises 5% 5.3 0% 0%
8TUI 5% 5.3 33% 50%
9P&O Cruises 5% 5.7 0% 0%
10MSC Cruises 5% 8.3 0%
11Jet2holidays 3% 2.5 0%
12Carnival Cruise Line 3% 4.5 0%
13Cunard 3% 7.0 33% 14%
14Fred. Olsen Cruise Lines 3% 8.5 0%
15Disney Cruise Line 2% 1.0 0%
What AI wants here

Booking.com is named most. That is not the same as being wanted.

Being named is visibility. Underneath it, every answer describes a brand in three ways — how much it stands out, how much it belongs, and how much it is returned to. In package holidays, cruises & tours, Viking leads attraction at 112 against Loveholidays at 74, indexed on the category at 100.

Attraction
Viking112
Loveholidays74
38-point spread · tracks being named 0.27
Affinity
Viking112
Loveholidays74
38-point spread · tracks being named 0.09
Attachment
Trailfinders105
Loveholidays82
23-point spread · tracks being named 0.16
Viking: Attraction 112, Affinity 112, Attachment 100
Viking
Magnetic but unbought
Kuoni: Attraction 106, Affinity 111, Attachment 100
Kuoni
Quietly trusted
Virgin Holidays: Attraction 110, Affinity 104, Attachment 93
Virgin Holidays
Magnetic but unbought
AttractionAffinityAttachment

Each whorl lights one ring per index threshold cleared. See the full package holidays, cruises & tours desire edition →

Who AI trusts here

The referees of package holidays, cruises & tours.

The independent sources AI models cite when answering package holidays, cruises & tours questions — the places a brand needs to be seen, reviewed and ranked.

gov.uk 11 cites
caa.co.uk 7 cites
abta.com 4 cites
cruisecritic.com 4 cites
reddit.com 4 cites
avoyatravel.com 3 cites
emmacruises.com 3 cites
endlesstravelplans.com 3 cites
metoffice.gov.uk 3 cites
forbes.com 2 cites
Read is not cited

Royal Caribbean converts reads into citations. Cunard doesn't.

When Claude or ChatGPT opens a brand's own pages while answering, does the page make the cited-sources list? Royal Caribbean converts 33% of reads; Cunard just 14%. That gap is a content problem, not a visibility problem.

Royal Caribbean · read 3×33%
Cunard · read 7×14%
Full data table
#BrandVisibilityAvg. positionCitation shareRead→cited
1Booking.com47%1.60%
2Scenic18%1.60%
3Marella Cruises8%3.00%
4Celebrity Cruises7%3.50%
5Royal Caribbean5%1.733%33%
6On the Beach5%2.00%
7Princess Cruises5%5.30%0%
8TUI5%5.333%50%
9P&O Cruises5%5.70%0%
10MSC Cruises5%8.30%
11Jet2holidays3%2.50%
12Carnival Cruise Line3%4.50%
13Cunard3%7.033%14%
14Fred. Olsen Cruise Lines3%8.50%
15Disney Cruise Line2%1.00%
Which AI you ask

All three models agree: Booking.com.

A rare consensus — every model puts Booking.com first, and their top-five lists overlap 25%. Winning here means winning everywhere at once.

Claude recommends
Booking.com
named in 25% of its answers
Gemini recommends
Booking.com
named in 45% of its answers
ChatGPT recommends
Booking.com
named in 70% of its answers

Brands whose visibility swings most between models — the bar per model, widest gap on the right.

Booking.com 45pp
Scenic 15pp
Marella Cruises 10pp
Jet2holidays 10pp
TUI 10pp
On the Beach 10pp
ClaudeGeminiChatGPT
The data behind this chart
BrandClaudeGeminiChatGPTSpread
Booking.com25%45%70%45pp
Scenic20%10%25%15pp
Marella Cruises5%15%5%10pp
Jet2holidays0%10%0%10pp
TUI0%10%5%10pp
On the Beach0%10%5%10pp
Norwegian Cruise Line5%0%0%5pp
Carnival Cruise Line5%5%0%5pp
Celebrity Cruises5%5%10%5pp
Disney Cruise Line5%0%0%5pp
What AI reads here

How-to guides carry package holidays, cruises & tours.

Every page AI opened while answering, classified by what kind of page it is. How-to guides supply the most citations; Product pages convert best — 95% of the ones models opened were actually cited.

How-to guides
96 cited · 26 read only
79% of reads cited
Editorial
95 cited · 43 read only
69% of reads cited
Listicles
39 cited · 15 read only
72% of reads cited
Documentation
23 cited · 45 read only
34% of reads cited
Comparisons
21 cited · 13 read only
62% of reads cited
Product pages
21 cited · 1 read only
95% of reads cited
Other
21 cited · 46 read only
31% of reads cited
category-page
18 cited · 4 read only
82% of reads cited
The data behind this chart
Page typeCitedRead but not citedConversion
How-to guides962679%
Editorial954369%
Listicles391572%
Documentation234534%
Comparisons211362%
Product pages21195%
Other214631%
category-page18482%
What gets cited

Structured data is what separates cited from ignored.

Of the package holidays, cruises & tours pages models actually opened, how much more often each feature's pages ended up in the cited sources. Structured data is worth 35 percentage points; hard statistics pages fare 28pp worse. Measured within the read population, so selection can't flatter it.

Structured data +35pp
Named author +25pp
Updated this year +15pp
Answer up front +8pp
Specifications -6pp
Comparison table -7pp
Hard statistics -28pp
The data behind this chart
FeaturePages withCited %Pages withoutCited %Difference
Structured data44770%20335%+35pp
Named author30772%34348%+25pp
Updated this year19369%45755%+15pp
Answer up front25764%39356%+8pp
Specifications4553%60560%-6pp
Comparison table16254%48861%-7pp
Hard statistics18039%47067%-28pp
Citation readiness

Princess Cruises builds pages AI can quote.

Readiness scores each brand's own pages on the structure models reward — a direct answer up front, tables, hard numbers, named authors, structured data, recency, specifications. Princess Cruises is the widest gap: well-built pages that still aren't converting into citations.

BrandReadinessPages citedPages profiled
Princess Cruises 31 0% 75
Riviera Travel 28 0% 4
TUI 27 33% 6
Celebrity Cruises 27 0% 91
Royal Caribbean 23 50% 6
Fred. Olsen Cruise Lines 21 0% 3
Andante 21 0% 3
Booking.com 19 0% 4
Saga 17 0% 3
Cunard 14 0% 7

Readiness is the share of eight measurable structural signals present on a brand's profiled pages. It is a build-quality measure, not a ranking of the brand.

What the answers answer

The questions package holidays, cruises & tours pages have to settle.

Read straight off the pages AI cited: the consumer questions cited content answers most often. Content that fails to settle these is content models have no reason to quote.

What is ATOL protection?
What is the best cruise line for first-time cruisers?
What is a package holiday?
Why do cruise ships miss ports?
How can I accommodate different comfort zones and energy levels while traveling?
What is the role of a Designated Safeguarding Lead (DSL)?
What money or refunds might I get back if ports are missed?
Can a non-package holiday be as financially secure?
Keep exploring

Nineteen more categories.

Method: 20 unbranded consumer prompts per category, spread across the buying journey, run weekly against ChatGPT, Claude and Gemini. Read→cited uses Claude and ChatGPT only (Gemini does not separate the two). Correlational observations of model behaviour at the time of the run. Data from the run completed Wed, 02 Sep 2026 09:39:12 GMT.

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