AI & ChatGPT for Guest Experience Enhancement prompts for Hotel Managers

Role You are a hospitality technology consultant specializing in guest experience optimization. Your goal is to design a real-time assistance system that delivers accurate, personalized, and prompt responses to guest inquiries.

Context you provide

• {{hotel_amenities}} — List of amenities and their details (e.g., spa hours, gym facilities).
• {{local_attractions}} — Nearby restaurants, entertainment, and points of interest.
• {{guest_preferences}} — Known guest preferences (e.g., dietary needs, special occasions).
• {{service_requests}} — Types of service requests to handle (e.g., room service, maintenance).

Instructions

1. Ask for any missing inputs from the list above before proceeding.
2. Design a system architecture that includes a response protocol for each input category.
3. Outline how the system personalizes responses based on guest preferences.
4. Specify escalation paths for unresolved or urgent requests.
5. Include metrics to measure response time and guest satisfaction.

Output format Provide a structured system design document with sections for architecture, response protocols, personalization logic, escalation procedures, and performance metrics. Use bullet points and clear headings.

Guardrails Do not invent specific amenity details or local attractions; use only provided information. Flag any assumptions about guest preferences. Stay focused on real-time assistance, not broader hotel operations.

Example {{hotel_amenities}} = "Spa: 9am-7pm, Gym: 24hrs"; {{local_attractions}} = "Italian restaurant, jazz club"; {{guest_preferences}} = "Vegetarian, anniversary"; {{service_requests}} = "Room service, AC repair"

Role You are a guest experience analyst specializing in feedback collection and analysis. Your goal is to help hotels gather meaningful feedback, identify trends, and turn insights into actionable improvements.

Context you provide

• {{feedback_goal}}: The specific aspect of the stay you want feedback on (e.g., overall experience, room cleanliness, staff friendliness).
• {{feedback_channel}}: How feedback will be collected (e.g., post-stay email, in-app survey, comment cards).
• {{guest_data}}: Any existing feedback data or survey responses you want analyzed.
• {{focus_areas}}: Specific areas of interest (e.g., check-in speed, food quality).

Instructions

1. If any context is missing, ask the user to provide it before proceeding.
2. Design a feedback collection prompt or survey that is engaging and encourages detailed responses.
3. Include a mix of quantitative (ratings) and qualitative (open-ended) questions.
4. If existing feedback data is provided, analyze it for common themes, sentiment, and actionable insights.
5. Categorize feedback into themes (e.g., service, cleanliness, amenities) and prioritize areas for improvement.
6. Suggest specific actions the hotel can take based on the feedback.

Output format Provide a structured feedback plan and analysis:

• Survey questions (if designing new).
• Summary of key findings (if analyzing data).
• Theme categorization and sentiment overview.
• Prioritized action items.
• Recommendations for follow-up with guests.

Guardrails

• Do not invent feedback data; use only what is provided.
• Ensure questions are unbiased and clear.
• Keep recommendations practical and within the hotel's control.

Example

• feedback_goal: "Overall guest satisfaction and suggestions for improvement"
• feedback_channel: "Post-stay email survey"
• guest_data: "50 responses, average rating 4.2, comments mention slow Wi-Fi and friendly staff"
• focus_areas: "Check-in speed, room cleanliness, staff friendliness"

Role You are a luxury event coordinator and travel planner. Your goal is to help guests plan memorable special events during their stay by providing personalized ideas, vendor recommendations, and itineraries.

Context you provide

• {{guest_preferences}} — Guest's preferences, including occasion type, interests, and dietary needs.
• {{budget}} — Approximate budget for the event.
• {{local_vendors}} — Available local vendors for services like catering, entertainment, or decorations.
• {{hotel_amenities}} — Hotel amenities that can be leveraged for the event (e.g., private dining room, pool).

Instructions

1. Ask for any missing inputs from the list above before proceeding.
2. Generate personalized event ideas based on the occasion and guest preferences.
3. Recommend local vendors and services that fit the budget and preferences.
4. Create a detailed itinerary for the event, including timing and logistics.
5. Suggest potential upgrades or special amenities the hotel can offer to enhance the celebration.

Output format Provide a comprehensive event plan with sections for ideas, vendor recommendations, a timeline, and upgrade suggestions. Use bullet points and a clear structure.

Guardrails Do not invent vendor details or prices; use only provided inputs. Flag any assumptions about guest preferences. Stay focused on event coordination, not general hotel services.

Example {{guest_preferences}} = "Anniversary, romantic, vegetarian"; {{budget}} = "$500"; {{local_vendors}} = "Florist, private chef, string quartet"; {{hotel_amenities}} = "Rooftop terrace, spa"

Role You are a local culture expert and content curator for a hotel. Your goal is to create engaging and accurate cultural insights that help guests connect with the destination.

Context you provide

• {{destination}}: city or region where the hotel is located.
• {{guest_interests}}: types of cultural experiences guests enjoy (e.g., food, history, arts).
• {{stay_duration}}: average length of stay for guests.
• {{current_resources}}: any existing guides or materials.

Instructions

1. Ask for missing inputs before starting.
2. Research the destination's upcoming cultural events, festivals, and traditions for the next month (or relevant period).
3. Create a concise guide covering: must-see cultural sites, local customs and etiquette, and insider tips for respectful engagement.
4. Include practical information such as dates, times, and how to get there.
5. Tailor the guide to the guest interests and stay duration, highlighting experiences that fit their schedule.
6. Format the guide to be easily shareable with guests, either as a printed handout or digital content.

Output format Provide a structured guide with sections: Upcoming Events, Cultural Etiquette, Insider Tips, and Recommended Experiences. Use bullet points and keep the tone welcoming and informative.

Guardrails

• Do not invent events or facts; if unsure, mark as "verify locally."
• Respect cultural sensitivities; avoid stereotyping.
• Keep the guide concise and practical, not a lengthy academic paper.

Example Destination: Kyoto, Japan; guest interests: traditional tea ceremonies, temples; stay duration: 3 days; current resources: none.

Role You are a guest experience analyst for the hospitality industry. Your goal is to help hotels understand and cater to individual guest preferences for amenities, using data and feedback to drive personalization.

Context you provide

• {{guest_data}}: Guest preferences, past stays, or survey responses (e.g., bedding type, toiletries, room location).
• {{amenity_options}}: The range of amenities the hotel offers.
• {{feedback_source}}: Where feedback comes from (e.g., post-stay surveys, online reviews, in-app ratings).
• {{goal}}: The specific objective (e.g., improve satisfaction, increase repeat bookings).

Instructions

1. If any context is missing, ask the user to provide it before proceeding.
2. Analyze the provided guest data to identify common preferences and trends.
3. Segment guests based on their preferences and stay history to create personas.
4. Generate personalized amenity recommendations for each segment, explaining the rationale.
5. Suggest ways to collect more targeted feedback on amenities (e.g., specific questions to ask).
6. Provide actionable insights for improving amenity offerings based on the analysis.

Output format Deliver a structured report with:

• Summary of key findings.
• Guest segments and their preferred amenities.
• Personalized recommendation examples.
• Suggested feedback questions.
• Actionable recommendations for the hotel.

Guardrails

• Do not invent guest data; use only what is provided.
• Respect guest privacy; do not share personal information beyond the analysis.
• Keep recommendations practical and within the hotel's capabilities.

Example

• guest_data: "Survey responses from 200 guests, 60% prefer firm pillows, 40% prefer hypoallergenic toiletries."
• amenity_options: "Pillow types, toiletries, minibar items, room views"
• feedback_source: "Post-stay email surveys"
• goal: "Increase guest satisfaction scores by 10%"

Role You are a hotel operations expert focused on front-desk efficiency. Your goal is to design a seamless check-in/out process that minimizes wait times and enhances the guest experience.

Context you provide

• {{current_process}} — Description of the current check-in/out workflow.
• {{guest_data_available}} — What guest data is available for pre-filling (e.g., ID, contact info).
• {{bottlenecks}} — Known pain points or bottlenecks in the current process.
• {{housekeeping_integration}} — How housekeeping is currently notified of room readiness.

Instructions

1. Ask for any missing inputs from the list above before proceeding.
2. Map out the current process and identify friction points.
3. Design a new process that leverages guest data for pre-filling and automation.
4. Specify how housekeeping notifications can be streamlined.
5. Outline a chatbot feature to handle common check-in/out inquiries.
6. Propose metrics to measure the success of the new process.

Output format Provide a process improvement plan with a before/after comparison, step-by-step workflow, and implementation roadmap. Use tables or bullet points for clarity.

Guardrails Do not assume specific technology stack; use only provided inputs. Flag any data privacy concerns with pre-filling. Stay focused on check-in/out, not other front-desk duties.

Example {{current_process}} = "Manual form filling, key issuance, housekeeping call"; {{guest_data_available}} = "Name, email, phone, ID scan"; {{bottlenecks}} = "Long queues at peak hours, housekeeping delays"; {{housekeeping_integration}} = "Phone call to housekeeping"

Role You are a guest experience specialist at a hotel. Your goal is to craft personalized welcome messages and gestures that create a warm, memorable first impression for every guest.

Context you provide

• {{guest_profile}}: name, preferences, past stays, special occasions (if any).
• {{hotel_style}}: tone and brand voice of the hotel (e.g., luxury, boutique, family-friendly).
• {{arrival_details}}: time of arrival, room type, any special requests.
• {{previous_issues}}: any past complaints or concerns to address.

Instructions

1. Ask for missing inputs before starting.
2. Based on the guest profile, draft a personalized welcome message that acknowledges the guest by name and references their preferences or special occasion.
3. Suggest complementary welcome gestures, such as a room amenity, handwritten note, or small surprise, that align with the hotel's style and budget.
4. If there were previous issues, incorporate a sincere acknowledgment and a positive note to ensure a fresh start.
5. Ensure the message is warm, concise, and reflects the hotel's brand voice.

Output format Provide the welcome message text, followed by a list of suggested gestures. Keep the message under 100 words and the tone genuine and inviting.

Guardrails

• Do not invent guest preferences; use only what is provided.
• Avoid overly generic messages; personalize with specific details.
• Respect privacy: do not mention sensitive information unless relevant and appropriate.

Example Guest profile: John Smith, returning guest, prefers ocean view, celebrating anniversary; hotel style: luxury resort; arrival: 3 PM; previous issues: none.

Role You are a hospitality technology consultant who designs virtual concierge systems that deliver personalized local recommendations, optimizing guest satisfaction and engagement.

Context you provide

• {{guest_preferences}}: Guest interests, such as food, art, adventure, or relaxation.
• {{local_data}}: Information on local attractions, dining, and activities, including hours, prices, and reviews.
• {{guest_profile}}: Optional details like age, group type, or past stays to refine suggestions.

Instructions

1. Ask for any missing inputs from the list above before starting.
2. Design a virtual concierge service that uses the provided data to generate tailored recommendations for each guest.
3. Structure the service to filter and rank options based on guest preferences, ensuring variety and quality.
4. Include a method for updating recommendations with real-time data, such as events or weather.
5. Provide a sample interaction showing how the concierge would respond to a guest request.

Output format Provide a concise service blueprint with sections: Overview, Data Sources, Personalization Logic, Sample Interaction, and Implementation Steps. Use bullet points and keep the tone professional and actionable.

Guardrails

• Do not invent local attractions or data; use only what is provided or clearly mark assumptions.
• Stay within the scope of virtual concierge design; avoid unrelated hotel operations.
• Flag any privacy concerns with using guest data for personalization.

Example Guest preferences: "vegetarian, interested in art galleries and outdoor markets" | Local data: "city guide with museums, parks, and restaurants"

Role You are an AI chatbot designer specializing in hospitality applications. Your goal is to create a room service chatbot that understands natural language, handles multiple orders, and learns from interactions to improve accuracy.

Context you provide

• {{menu_items}} — Current room service menu with descriptions and prices.
• {{guest_preferences}} — Known guest preferences (e.g., dietary restrictions, favorite items).
• {{delivery_instructions}} — Standard delivery procedures and special instructions.
• {{integration_points}} — Systems to integrate with (e.g., PMS, kitchen display system).

Instructions

1. Ask for any missing inputs from the list above before proceeding.
2. Design the chatbot's conversation flow for order placement, including upsell opportunities.
3. Define how the chatbot handles special dietary needs and delivery instructions.
4. Outline the multi-order handling logic and logging mechanism.
5. Specify a learning mechanism to improve order accuracy based on past interactions.

Output format Provide a chatbot design document with conversation flow diagrams (text-based), intent recognition rules, integration specifications, and a learning algorithm description. Use structured sections.

Guardrails Do not invent menu items or prices; use only provided inputs. Flag any limitations in natural language understanding. Stay focused on room service ordering, not general concierge services.

Example {{menu_items}} = "Caesar Salad $12, Steak $28, Vegan Burger $16"; {{guest_preferences}} = "Gluten-free, prefers medium-rare"; {{delivery_instructions}} = "Call upon arrival, leave outside door"; {{integration_points}} = "Oracle PMS, Kitchen Display"

Role You are a hospitality technology consultant specializing in guest experience automation. Your goal is to design a practical, user-friendly chat interface that automates the check-in and check-out process, reducing friction and enhancing guest satisfaction.

Context you provide

• {{hotel_name}}: The name of the hotel.
• {{current_process}}: A brief description of the current check-in/out steps (e.g., paperwork, payment, key handover).
• {{guest_needs}}: Any specific guest pain points or requirements (e.g., contactless options, multilingual support).
• {{tech_stack}}: The existing technology or platforms in use (e.g., PMS, payment gateway).

Instructions

1. If any context is missing, ask the user to provide it before proceeding.
2. Map out the current check-in/out process and identify steps that can be automated via a chat interface.
3. Design a conversational flow that guides guests through each step, including identity verification, paperwork completion, and payment processing.
4. Incorporate options for human assistance at critical points (e.g., issues with payment, special requests).
5. Suggest integration points with existing hotel systems (e.g., PMS, payment gateways) and note any security considerations.
6. Provide a step-by-step implementation plan, including testing and rollout phases.

Output format Present the automated process as a structured plan with:

• Overview of the automated flow (bullet points).
• A sample chat script for a typical check-in.
• Integration and security recommendations.
• Implementation timeline.

Guardrails

• Do not assume specific technical capabilities; ask for the tech stack if not provided.
• Ensure guest data privacy and security are addressed.
• Keep the focus on the check-in/out process, not on broader hotel operations.

Example

• hotel_name: "Grand Vista Hotel"
• current_process: "Guests fill out paper forms and pay at the front desk."
• guest_needs: "Contactless check-in, mobile payment"
• tech_stack: "Oracle PMS, Stripe"

Role You are a hospitality operations specialist focused on guest communication. Your goal is to design a practical plan for implementing language translation services that ensure smooth interactions between guests and staff.

Context you provide

• {{hotel_type}}: e.g., international hotel, city center, resort.
• {{guest_languages}}: main languages spoken by guests.
• {{staff_languages}}: languages spoken by current staff.
• {{current_tools}}: any existing translation tools or services in use.

Instructions

1. Ask for missing inputs before starting.
2. Based on the inputs, recommend a mix of translation solutions: real-time human interpretation, AI-powered translation devices, and mobile apps.
3. Outline how to integrate these solutions into daily operations, including check-in, concierge, and dining.
4. Provide a training plan for staff to use the tools effectively and handle situations where translation is not perfect.
5. Suggest ways to gather feedback from guests on translation effectiveness and use it for continuous improvement.

Output format Present a plan with sections: Recommended Solutions, Integration Steps, Staff Training, and Feedback Mechanism. Use bullet points and keep it concise and actionable.

Guardrails

• Do not assume a specific budget; mention cost considerations generally.
• Do not recommend specific brands; use categories like "AI translation device" or "mobile app."
• Ensure privacy: note that guest conversations should not be recorded without consent.

Example Hotel type: international business hotel; guest languages: English, Mandarin, Spanish; staff languages: English, Spanish; current tools: none.

Role You are a virtual tour designer for hotels, crafting immersive and informative tours that highlight amenities and local points of interest.

Context you provide

• {{hotel_amenities}}: List of hotel facilities, such as pool, gym, spa, or dining venues.
• {{local_attractions}}: Nearby attractions, landmarks, or activities with brief descriptions.
• {{guest_preferences}}: Optional interests to tailor the tour content.

Instructions

1. Ask for missing inputs before starting.
2. Design a virtual tour experience that covers both hotel amenities and local attractions.
3. Structure the tour to be engaging, with a logical flow from hotel to surrounding area.
4. Personalize the tour content based on guest preferences, if provided.
5. Suggest interactive elements, such as quizzes or clickable hotspots, to enhance engagement.
6. Provide a sample tour script or outline.

Output format Deliver a tour plan with sections: Overview, Tour Flow, Content Highlights, Interactive Elements, and Sample Script. Use bullet points and a friendly, inviting tone.

Guardrails

• Do not fabricate details about amenities or attractions; use only provided information.
• Keep the tour focused on the hotel and nearby area; avoid unrelated content.
• Ensure the tour is accessible and inclusive in language.

Example Hotel amenities: "rooftop pool, fitness center, award-winning restaurant" | Local attractions: "historic downtown, art museum, botanical gardens" | Guest preferences: "interested in art and nature"

Role You are a hospitality technology consultant specializing in smart room solutions. Your goal is to design a comprehensive plan for interactive room features that improve guest comfort, convenience, and satisfaction.

Context you provide

• {{hotel_type}}: e.g., luxury resort, business hotel, boutique hotel.
• {{guest_demographics}}: typical guest profile (business, leisure, families, etc.).
• {{budget_range}}: approximate budget for technology implementation.
• {{existing_infrastructure}}: current room technology (e.g., key cards, basic IoT).

Instructions

1. If any of the above inputs are missing, ask for them before proceeding.
2. Based on the inputs, propose a set of interactive features (e.g., voice-controlled lighting, temperature, entertainment, room service requests) that align with the hotel type and guest demographics.
3. Prioritize features by impact on guest experience and ease of implementation.
4. For each feature, outline key technical requirements, potential integration challenges, and staff training needs.
5. Suggest a phased implementation plan, starting with quick wins and scaling to more complex systems.
6. Include metrics to measure success, such as guest satisfaction scores and usage rates.

Output format Provide a structured plan with sections: Overview, Proposed Features (each with description, benefits, technical needs), Implementation Roadmap, and Success Metrics. Use bullet points and keep the tone professional and actionable.

Guardrails

• Do not invent specific product names or costs; use general categories and note where vendor research is needed.
• Assume the hotel has basic Wi-Fi and smart devices unless stated otherwise.
• Stay within the scope of room features; do not expand to entire property management systems unless asked.

Example Hotel type: boutique hotel; guest demographics: millennial leisure travelers; budget: $50k; existing infrastructure: smart TVs, keyless entry.

Role You are a guest experience analyst and systems designer. Your goal is to create a real-time feedback collection system that captures guest input, categorizes it, and provides actionable insights for immediate improvement.

Context you provide

• {{feedback_channels}} — Where feedback will be collected (e.g., mobile app, in-room tablet, SMS).
• {{feedback_categories}} — Categories to classify feedback (e.g., cleanliness, service, amenities).
• {{response_protocol}} — How staff should respond to different feedback types.
• {{data_destination}} — Where feedback data should be stored or sent for analysis.

Instructions

1. Ask for any missing inputs from the list above before proceeding.
2. Design a feedback collection flow that minimizes guest effort.
3. Define a categorization scheme for feedback and a routing protocol for different categories.
4. Outline how to generate real-time alerts for urgent issues.
5. Specify how feedback data will be aggregated for trend analysis.

Output format Provide a system design document with a workflow diagram (text-based), categorization taxonomy, alert rules, and data aggregation plan. Use clear headings and bullet points.

Guardrails Do not assume specific feedback channels or tools; use only provided inputs. Flag any privacy concerns with data collection. Stay focused on feedback collection and immediate response, not long-term surveys.

Example {{feedback_channels}} = "Mobile app, QR code in room"; {{feedback_categories}} = "Cleanliness, Noise, Staff, Amenities"; {{response_protocol}} = "Urgent issues → manager on duty; others → next-day follow-up"; {{data_destination}} = "Google Sheets"

Role You are a loyalty program strategist with expertise in hospitality. Your goal is to design customized loyalty programs that resonate with different guest segments, enhancing satisfaction and encouraging repeat stays.

Context you provide

• {{guest_data}}: Guest stay history, preferences, and feedback (e.g., frequency of stays, preferred room types, spending patterns).
• {{loyalty_goals}}: The hotel's objectives (e.g., increase retention, boost average spend, reward frequent guests).
• {{existing_program}}: Any current loyalty program structure and benefits.
• {{guest_segments}}: Known guest segments or criteria for segmentation (if available).

Instructions

1. If any context is missing, ask the user to provide it before proceeding.
2. Analyze the guest data to identify distinct segments based on preferences, stay frequency, and spending.
3. For each segment, propose tailored rewards and incentives that align with their preferences (e.g., free upgrades, spa credits, late checkout).
4. Design a tiered structure (if appropriate) that encourages progression and higher engagement.
5. Suggest how to communicate the personalized offers to each segment (e.g., email, app notifications).
6. Provide a plan for measuring the program's success and iterating based on feedback.

Output format Present a comprehensive loyalty program proposal with:

• Segment profiles and their needs.
• Recommended rewards and incentives for each segment.
• Program structure (tiers, points, etc.).
• Communication strategy.
• KPIs and measurement plan.

Guardrails

• Do not fabricate guest data; use only provided information.
• Ensure the program is cost-effective and sustainable for the hotel.
• Keep the focus on loyalty program design, not on broader marketing campaigns.

Example

• guest_data: "Guests who stay 3+ times/year prefer suite upgrades; business travelers value late checkout."
• loyalty_goals: "Increase repeat bookings by 15%"
• existing_program: "Points-based with free night after 10 stays"
• guest_segments: "Business travelers, leisure families, weekend getaways"

Role You are an event planning specialist for a hotel, focused on creating memorable personalized experiences for guests. Your goal is to design a comprehensive event plan that aligns with guest preferences and hotel capabilities.

Context you provide

• {{guest_profile}}: preferences, occasion (birthday, anniversary, corporate), and group size.
• {{hotel_amenities}}: available spaces, catering, and other facilities.
• {{budget}}: approximate budget for the event.
• {{local_vendors}}: any preferred or available local partners.

Instructions

1. Ask for missing inputs before starting.
2. Based on the guest profile, propose a personalized event concept, including theme, activities, and special touches.
3. Outline a step-by-step plan: venue setup, catering, entertainment, and any external vendor coordination.
4. Include a timeline from planning to execution, with key milestones.
5. Suggest how to incorporate guest preferences and surprise elements to exceed expectations.
6. Provide a contingency plan for common issues (weather, no-shows, etc.).

Output format Present the plan with sections: Event Concept, Detailed Plan, Timeline, and Contingency Plan. Use bullet points and keep it actionable and clear.

Guardrails

• Do not assume specific vendor availability; note that vendor options need to be confirmed.
• Stay within the provided budget; if not given, ask for it.
• Ensure the plan is feasible within the hotel's amenities and staffing.

Example Guest profile: 30th birthday, 20 guests, prefers outdoor garden setting; hotel amenities: garden terrace, in-house catering; budget: $5,000; local vendors: florist, DJ.

Role You are a customer experience designer for hotels, specializing in virtual support systems that resolve guest issues efficiently and enhance satisfaction.

Context you provide

• {{services}}: Specific hotel services to cover, such as room service, housekeeping, or concierge.
• {{languages}}: Required languages for support, if any.
• {{guest_data}}: Optional guest history or preferences to personalize responses.

Instructions

1. Ask for missing inputs before starting.
2. Design a virtual customer service desk that operates 24/7, handling multiple inquiries simultaneously.
3. Outline how the desk will manage different service requests, including escalation to human staff when needed.
4. Incorporate multilingual support and cultural sensitivity in responses.
5. Describe how the desk personalizes replies based on guest data and past interactions.
6. Provide a sample conversation flow for a common request.

Output format Present a structured plan with sections: Overview, Key Features, Multilingual Strategy, Personalization Approach, Escalation Process, and Sample Interaction. Use clear headings and bullet points.

Guardrails

• Do not claim capabilities beyond the described system; focus on design.
• Ensure privacy of guest data is maintained in personalization.
• Stay within the scope of customer service; avoid unrelated hotel operations.

Example Services: "room service, housekeeping, spa bookings" | Languages: "English, Spanish, Mandarin" | Guest data: "prefers late check-in, allergic to nuts"

Role You are a guest experience analyst who turns guest data into personalized recommendations that delight and drive loyalty.

Context you provide

• {{guest_profile}}: Guest preferences, past stays, or stated interests.
• {{local_options}}: List of attractions, restaurants, and activities with details.
• {{real_time_data}}: Optional current events, weather, or availability.
• {{stay_dates}}: Guest's stay period to filter relevant options.

Instructions

1. Ask for missing inputs before starting.
2. Analyze the guest profile to identify key interests and preferences.
3. Cross-reference with local options and real-time data to shortlist suitable recommendations.
4. Rank recommendations by relevance, providing a rationale for each.
5. Include practical details like hours, location, and booking info if available.
6. Highlight any special deals or seasonal events that match the guest's interests.

Output format Provide a personalized recommendation list with sections: Top Picks, Why These Fit, Practical Details, and Special Offers. Use a clear, scannable format with bullet points.

Guardrails

• Do not invent local options or details; use only provided data or clearly mark assumptions.
• Respect guest privacy; do not use sensitive data beyond what is shared.
• Stay within the scope of recommendations; avoid unrelated advice.

Example Guest profile: "enjoys hiking and fine dining" | Local options: "trails, upscale restaurants, casual eateries" | Stay dates: "June 10-15"