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How well do AI assistants find Hotel Seeblick?

Website audited
hotel-seeblick-example.de
Audit date
8 November 2026
Systems tested
ChatGPT, Claude, Perplexity, Google AI Overviews, AI booking agents
Test questions
12 typical guest questions, e.g. “lakeside hotel near Lüneburg with sauna, dogs allowed”
Report no.
LRA-2026-0412
41 of 100 Hard to find Industry average, hotels: 52

The key point in one sentence: for 9 of 12 guest questions, AI assistants recommend competitors in your area and never mention Hotel Seeblick, although it meets every feature asked for. The cause is not your offer. The AI simply cannot find your information in a machine-readable form.

Part 1

How AI assistants answer guest questions today

ChatGPTQuestion: “lakeside hotel near Lüneburg with sauna, dogs allowed”
Recommends “Seehotel Lindenhof”, “Landhaus am Wasser” and “Hotel Uferblick”. Hotel Seeblick is missing. The AI's reasoning: opening hours, amenities and reviews for the named hotels are available in readable form.
PerplexityQuestion: “wellness weekend Lüneburg Heath, hotel right on the lake”
Lists three hotels with sources from booking portals. Hotel Seeblick is missing. Your own website was not used as a source because the room and wellness pages exist only as images.
ClaudeQuestion: “What does a weekend night at Hotel Seeblick cost?”
Recognises the hotel, but cannot name a price, the sauna or the dog policy. Answer: “I have no current information on that, please ask the hotel directly.” At that moment a guest books somewhere else.
AI booking agentTest: automated availability request for 2 nights
Fails. The booking form can only be reached by clicking an image; there is no structured description of rooms, prices and availability an agent could read.
Part 2

Score per audit area

Technical access for AI crawlers
May GPTBot, ClaudeBot and PerplexityBot read the site? Load time, redirects, error pages.
30
Machine-readable content
Are rooms, prices, amenities and opening hours text in the code, or only in images and PDFs?
25
Structured data (Schema.org)
Hotel, rooms, prices, reviews and geodata as structured statements an AI can take over directly.
10
llms.txt and AI guidance
A file that tells AI systems what the website offers and which pages matter.
0
Answer-readiness of the content
Does the website answer, in clear sentences, the questions guests ask AI assistants?
55
Mentions and trust
Reviews, portals, press, directories: the sources an AI derives its recommendation from.
72
Bookability by AI agents
Can an agent check availability and send a request without needing a human?
15
Part 3

The seven findings

01

AI crawlers are locked out

robots.txt blocks GPTBot and ClaudeBot completely. An agency set this up in 2024 as “protection”. Result: ChatGPT and Claude are not allowed to read your website at all.

Action: change two lines in robots.txt. Effort 10 minutes, effect within 2 to 4 weeks.
02

Prices and amenities exist only as images

The rooms page shows price tables and amenity lists as JPG. Visible to people, invisible to AI. The same applies to the wellness brochure, a scanned PDF.

Action: enter the content as real text, replace the PDF with a text page. Effort 2 to 3 hours.
03

No structured data

Statements of type Hotel, HotelRoom, Offer, AggregateRating and GeoCoordinates are missing. Competitors with this data are preferred for questions about location, price and rating.

Action: paste the ready-made Schema.org block from this report into the page template. Effort 30 minutes.
04

No llms.txt

AI systems find no signpost to your most important pages. The file comes fully drafted with this report.

Action: upload the file. Effort 5 minutes.
05

Dog policy and sauna hours cannot be found

Both facts live only in the FAQ as collapsed text that loads on click. AI systems never see it. Exactly these two features were asked for in 7 of the 12 test questions.

Action: serve the FAQ as visible text with FAQPage markup.
06

Booking is out of reach for agents

The booking system is linked only through an image, without a description. An AI agent can neither detect availability nor place a request.

Action: a text link “Check availability” with a clear description and, in stage 2, a request interface (product Agent Findability).
07

Reviews and mentions are strong

4.7 stars from 312 reviews, mentions in two travel portals and the regional press. This is your biggest advantage as soon as the AI is allowed to read your site.

Action: none. Additionally mark reviews up as AggregateRating (finding 03).
Part 4

Action plan and expected effect

1Allow crawlers, upload llms.txt
Findings 01 and 04. Doable right away, templates included.Day 1 · 15 min
2Prices, amenities, FAQ as text, add Schema.org
Findings 02, 03, 05. Done by your agency or, on request, by our agent Forge.Week 1 · 3 h
3Make booking accessible to AI agents
Finding 06. Stage 2, product Agent Findability Setup.Weeks 2–3
4Re-measure with the same 12 questions
Monthly in the AI Visibility Plan, with a report by email.Weeks 4–6
Today
41 / 100
  • Mentioned in 3 of 12 guest questions
  • No price, no amenities readable
  • Booking by agents impossible
Expected after steps 1 to 3
82 / 100
  • Mentioned in 10 to 11 of 12 questions (forecast from 50 comparable audits)
  • Price, sauna and dog policy reported correctly
  • Requests via AI agents possible
Offer

What happens next

This report

Included in the plan, within 48 hours
  • 12 test questions, 7 audit areas
  • Ready-made llms.txt and Schema.org blocks
  • Action plan with effort estimates

AI Visibility Plan

89 EUR per month, VAT included · US: $99 plus tax
  • Files for your website: llms.txt and structured data (JSON-LD)
  • Listing in the agentecosphere.com directory of AI-ready businesses
  • Monthly re-check of AI mentions and readiness with a short report
  • Cancel monthly

How it starts

48 hours to files and first report
  • Start the plan on llmreadiness.com
  • Short questionnaire about your business (three minutes)
  • Files and report by e-mail, then a check every month
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The three brands and what they do
llmreadiness.com

The audit report (this product)

Entry point for every customer: free mini check and the AI Visibility Plan, 89 EUR per month, which includes this report.

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The implementation

Makes businesses findable for AI agents: llms.txt, Schema.org, interfaces. The files are part of the AI Visibility Plan.

agentecosphere.com

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Directory of AI-ready businesses, “AI-Ready” seal, partner programme for agencies. The listing is included in the AI Visibility Plan.