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As tourists increasingly rely on large language models (LLMs) like ChatGPT and Gemini for inspiration, itinerary planning and destination comparison, understanding how these models shape perception is becoming critical for tourism boards and market organisers.
Using our Generative Engine Optimisation (GEO) solution, our goal was to uncover what people search for when researching European Christmas markets, and evaluate how LLM recommendations align with those needs.
Consumer searches skew towards practical and comparison‑driven queries, while LLMs spread attention across inspiration (destinations, heritage), planning (dates, prices), and experience (food, crafts).
Search queries focus on practical, trip-shaping information, including
Key categories within responses included destination spotlights and rankings (22%), culinary highlights and seasonal food traditions (13%), general budgeting guidance (13%), historical and cultural context (9%), dates and opening times (9%), accessibility, eco-initiatives, and dietary inclusivity (5%)
Compared to consumer searches, LLM answers over‑index on historical context, and under-index on reassurance topics such as safety and crowd levels.
This gap presents an opportunity for tourism boards to win trust with clearer reassurance and practical information. They may also test whether LLM‑led emphasis on market heritage and artisanship can sway early‑stage consideration.
Across LLM answers, major destinations such as Vienna, Nuremberg, Strasbourg, Prague, Cologne are listed. Vienna leads share of model at 11%, followed by Nuremberg at 8%.
LLMs describe Vienna’s Christkindlmarkt through a multi‑dimensional lens: An iconic imperial backdrop and signature light displays with photogenic settings, signature Austrian food and drink and high‑quality artisan crafts. It has a large, atmospheric ice rink with music, performances and family‑oriented activities with visible sustainability commitments.
Vienna wins because LLMs can showcase distinctive, unique experiences. Other markets should benefit from dialing up unique features of their markets so LLMs have something concrete to reference.
Markets may consider promoting:
We used Synthesio’s Generative Engine Optimisation (GEO) solution to analyse Christmas Market searches and LLM responses, to identify common and unique themes. Share of model (SOM) was calculated to understand which destinations are most visible within the AI-driven consideration set.
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