- Visibility29
- Citations0
- Sentiment82
- Site quality73
- AI readiness29
AI assistants name Viking River Cruises in 23.3% of answers, which is similar to the typical company in the travel sector. Its overall score is 40 out of 100, ranking 385th of 2,047 studied companies. The company's website passes 4 out of 14 technical checks for how ready it is for AI tools.
We asked 15 unbranded questions about the travel market: none named Viking River Cruises. AI assistants named it in 14 of 60 answers (23.3%). The typical travel company is named in 21.7% of answers. By how often it is named, Viking River Cruises ranks 33 of 75 in its sector.
Every dot is a company in the study. Hover one to see it; click to open its report.
This companySame sectorEvery other companyNever named
Five parts, each scored out of 100.
How often AI assistants name the company
How often AI uses the company's own website as a source
How positively AI describes the company
How well built the website's own pages are
How easily AI tools can read and use the website
Visibility is calculated from the answers on this page. How the score is built.
75 companies in this sector. The line on each bar is the typical company.
An answer that names the company
“What are the best luxury river cruise options for culture-focused travelers?”
For culture-focused travelers seeking luxury river cruise options, several lines excel at providing immersive and enriching experiences. These cruises often emphasize destination-led itineraries, expert-guided excursions, and opportunities to connect with local history, art, and traditions.
Here are some of the best luxury river cruise options for culture-focused travelers:
1. Tauck River Cruises
Focus: Known for strong cultural immersion in smaller medieval villages and quaint towns, with a focus on art and culture.
Destinations: Offers European river cruises on waterway …
The AI’s answer as we received it, shortened and not checked for accuracy.
How the mentions in these answers were split between this company and its rivals
Answers naming it, out of answers received
What this website publishes for an AI agent to read, use and buy from, on a scale of six levels.
- 0
- 1
- 2
- 3
- 4
- 5
Level 1: Basic web presence. Two of robots.txt, a sitemap and Link headers are in place.
- Content Signals
Show every check, for your technical teamHide the checks
- study: 92.0%robots.txtPassed
A valid robots.txt with crawl rules at the site root.
- study: 86.8%SitemapPassed
An XML sitemap listing the pages, ideally referenced from robots.txt.
- study: 0.3%Link headersNot met
Send Link headers such as rel="api-catalog" or rel="describedby" on the homepage.
- study: 5.5%DNS for AI DiscoveryNot present
Advertise agent endpoints with SVCB records under _agents.
- study: 1.9%Markdown negotiationNot met
Return a markdown version when asked with Accept: text/markdown, for example at the CDN.
- study: 25.1%llms.txtPassed
An llms.txt that tells language models what the site offers.
- study: 93.4%AI bot rulesPartly met
Add explicit robots.txt groups for the main AI crawlers.
- study: 1.4%Content SignalsNot met
Add a Content-Signal line for search, ai-input and ai-train to robots.txt.
- study: 0.2%Web Bot AuthCould not check
Only relevant if you run your own agents or crawlers: publish a signing key directory.
- study: 0.3%API CatalogCould not check
List public APIs in a linkset at /.well-known/api-catalog.
- study: 11.8%OAuth discoveryCould not check
Publish OpenID Connect or OAuth server metadata under /.well-known.
- study: 10.3%OAuth Protected ResourceCould not check
Serve protected resource metadata at /.well-known/oauth-protected-resource.
- study: 0.0%auth.mdCould not check
Publish an auth.md describing how agents sign in.
- study: 0.2%MCP Server CardCould not check
Offer an MCP server and publish its server card under /.well-known.
- study: 0.1%A2A Agent CardCould not check
Publish an agent card at /.well-known/agent-card.json.
- study: 0.2%Agent SkillsCould not check
Publish a skills index with the main tasks agents can do.
- study: 33.7%WebMCPCould not check
Register key actions such as search or cart as WebMCP tools.
- study: 0.1%ARD manifestCould not check
Publish an ai-catalog.json listing every agent interface.
Score 54 of 100 · 63% of checks could run · checked on October 5, 2026 · www.viking.com · 2,047 companies scanned
4 of 14 passed. This list is for your technical team. The percentage is how many companies in the study pass each check.
These 14 checks ran during the audit and are what the AI readiness part of the overall score counts. The scan above ran later and is stricter on Link headers and Markdown, so a check can pass here and not there.
Show the 14 checksHide them
- Passedrobots.txt publishedstudy: 85.0%
- PassedXML sitemapstudy: 73.2%
- Not metHTTP Link headers (RFC 8288)study: 29.0%
- Not metMarkdown content negotiationstudy: 8.3%
- Passedllms.txt publishedstudy: 21.7%
- PassedToken budget (page weight)study: 95.2%
- Not metExplicit AI bot rulesstudy: 13.0%
- Not metAPI Catalog (.well-known/api-catalog)study: 0.2%
- Not metOAuth Authorization Server discoverystudy: 10.1%
- Not metOAuth Protected Resource discoverystudy: 9.3%
- Not metMCP Server Cardstudy: 0.0%
- Not metA2A Agent Cardstudy: 0.0%
- Not metWebMCP toolsstudy: 4.2%
- Not metAgent Skills declaredstudy: 0.0%
This website sets no rules for any AI crawler by name, like 84% of the websites whose rules we could read. Every AI crawler follows its general rules.
- GPTBotpartly
- ClaudeBotpartly
- Anthropic-AIpartly
- Google-Extendedpartly
- Applebot-Extendedpartly
- Meta-ExternalAgentpartly
- FacebookBotpartly
- Bytespiderpartly
- CCBotpartly
- Diffbotpartly
- Omgilibotpartly
- OAI-SearchBotpartly
- Claude-SearchBotpartly
- PerplexityBotpartly
- Applebotpartly
- Amazonbotpartly
- YouBotpartly
- ChatGPT-Userpartly
- Claude-Userpartly
- Perplexity-Userpartly
- DuckAssistBotpartly
- MistralAI-Userpartly
Read from the website’s own rules file (robots.txt). An asterisk marks a crawler the file names. The rest follow its general rules. “Partly” means only some pages are blocked.
How many times each website was listed as a source in these answers
In the study as Consumer brands.
- What are the best luxury river cruise options for culture-focused travelers?
- What are the top-rated cruise itineraries for exploring historic European cities?
- Which luxury expedition cruises offer the most immersive cultural experiences?
- What factors affect the price of a high-end river or expedition cruise?
- What are some alternatives to luxury cruises for travelers seeking cultural immersion?
- Is a luxury river cruise worth the price for a first-time cruiser interested in culture?
- Which expedition cruise routes are best for seeing unique wildlife and natural landscapes?
- How much do luxury ocean cruises typically cost per person from the United States?
- Expedition cruises vs. standard ocean cruises: which offers better access to remote destinations?
- How can you handle missed shore excursions on a luxury cruise?
- Should retirees consider a high-end expedition cruise for an active travel experience?
- Are there cruise lines that specialize in educational enrichment activities during their journeys?
- What should travelers do if their river cruise itinerary changes due to water levels?
- Are there non-cruise options that offer similar all-inclusive travel experiences with a focus on history and culture?
- How do river cruises compare to ocean cruises in terms of onboard amenities and shore excursions?
Columns, left to right: OpenAI, Claude, Perplexity, Gemini. The AI assistants often disagree. Across the study, on 40% of the questions where a company is named, only one of the four names it.
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<a href="https://aeo-audit.rezolve.com/us/viking.com"><img src="https://aeo-audit.rezolve.com/us/badges/viking.com.svg" alt="Overall score 40 of 100, US AI Visibility Study 2026" width="280" height="64"></a>