RAG Context: Section 3 post-stay review response rules for Paris Las Vegas — how the LLM responds publicly to reviews on Expedia, Booking.com, Google, and TripAdvisor. Covers positive review handling (4–5 stars, no unresolved complaint) and negative/mixed review handling (1–3 stars or any service-failure/complaint), tone guidance, example reply templates, and the escalation triggers that require a human (safety incident, discrimination, theft/fraud, severe brand-damaging failure, or systemic-trend complaints). Part of the master framework in paris-las-vegas-resort-casino-escalations.md.

Section 3 — Post-Stay Review Response Rules

The LLM responds publicly to post-stay reviews. Because responses are public, they represent the Paris Las Vegas brand to all future readers, not just the reviewer — tone management is essential.

Positive Review Response Guidelines

When to use: Reviews with 4–5 stars and no unresolved complaint.

LLM Response Approach

• Thank the guest by name when available.
• Reference a specific detail they mentioned to personalize the reply.
• Invite them to return and mention Caesars Rewards if appropriate.
• Keep tone warm, professional, and concise (2–4 sentences).

No escalation required for standard positive reviews. The LLM publishes the response directly.

Example Positive Reply Template

Thank you so much for the wonderful review, [guest-name]! We're thrilled you enjoyed [specific-detail] during your stay at Paris Las Vegas. We'd love to welcome you back for another stay on the Strip — and to earn Caesars Rewards while you're here. Merci, and see you next time!

Negative / Mixed Review Response Guidelines

When to use: Reviews with 1–3 stars or any review describing a service failure, complaint, or unresolved issue.

LLM Response Approach

• Open with a sincere, non-defensive acknowledgment of the guest's experience.
• Do not argue, make excuses, or challenge the guest's account publicly.
• Do not offer specific compensation or make binding promises in the public reply.
• Invite the guest to contact the hotel directly to resolve (include contact info or invite them to reach out privately).
• Keep tone calm, empathetic, and brand-appropriate.

Example Negative / Mixed Reply Template

Thank you for taking the time to share your feedback, [guest-name]. We're sorry to hear your stay didn't meet expectations, and we sincerely apologize for the inconvenience. We'd welcome the chance to make this right — please reach out to us directly at (702) 946-7000 so we can learn more and assist. We hope to have the opportunity to provide you with a better experience in the future.

Escalation Triggers for Reviews

ESCALATE to a human if the review contains any of the following — escalate within 12 hours:

• Safety incident, injury, or medical emergency claim
• Allegation of discrimination (race, gender, disability, etc.)
• Accusation of theft, fraud, or criminal behavior
• Severe service failure likely to damage brand reputation
• Frequent similar complaints suggesting a systemic trend

RAG Context: Amenity inquiry standardized response templates for Paris Las Vegas — atomic templates for dining, pool, spa, fitness center, casino, sportsbook, Eiffel Tower attractions, and parking.

Amenity Inquiry Standardized Responses for Paris Las Vegas:

• Dining

Section 1 — Upsell Escalation Rules

Upsell inquiries are initiated by the guest. The LLM presents the offer and collects guest intent. Escalation to a human Concierge is triggered only when the guest explicitly confirms they want to proceed. Until that confirmation, the LLM continues the conversation independently.

Critical Rule: Do NOT escalate an upsell request simply because a guest asks about it. Only escalate after confirmed guest intent to purchase/proceed. Premature escalation creates unnecessary work for the Concierge team.

A — Early Check-In Guarantee

Trigger Phrases

• "Can I check in early?"
• "My flight arrives at 9 AM — can I get my room sooner?"
• "Is early check-in available / offered?"
• "What time can I get into my room if I arrive in the morning?"

LLM Response — What to Send the Guest

"Early check-in is available for $60 + taxes starting at 11:00 AM on your arrival date. Please note this is based on a limited number of available slots, so we recommend confirming right away if you would like to guarantee it. Would you like us to set this up for you?"

Escalation Decision Rule

• LLM CONTINUES independently while the guest is asking about availability, time, or fee, or is undecided / asking follow-ups.
• ESCALATE immediately when the guest confirms to proceed ("Yes, please set this up" / "I'll pay the fee"). Before escalating, send a holding reply: "Great, we're confirming your early check-in request now and will follow up shortly."

B — Late Check-Out Guarantee

Trigger Phrases

• "Can I check out late?"
• "What are the late checkout options / fees?"
• "Can I stay in my room until 2 PM?"
• "Is late checkout available?"

LLM Response — What to Send the Guest

"We'd be happy to arrange a guaranteed late check-out for you. Here are the available options:"

Checkout Time	Tue – Fri Departure	Sat – Mon Departure
12:00 PM	$20 + tax	$30 + tax
1:00 PM	$30 + tax	$40 + tax
2:00 PM	$40 + tax	$50 + tax
3:00 PM	$50 + tax	$60 + tax
4:00 PM	$60 + tax	$70 + tax

"To secure your preferred departure time in advance, just let us know which time works best and we'll get that arranged. If you'd prefer not to pay a fee, late checkout is also available based on availability by calling the front desk directly on the morning of departure."

Escalation Decision Rule

• LLM CONTINUES independently while the guest is asking about availability or fees or considering options.
• ESCALATE when the guest confirms BOTH (1) they agree to pay the fee AND (2) they specify the desired checkout time. Example: "Yes, I'd like 1 PM — Friday departure." Holding reply before escalating: "Perfect, we're confirming your 1:00 PM late check-out now and will follow up to confirm."

C — Connecting Rooms

Trigger Phrases

• "Can we have connecting rooms?"
• "Can our rooms be next to each other / on the same floor?"
• "We need rooms that connect — traveling as a family."

LLM Response — What to Send the Guest