Guest message
Received Β· Jun 16, 2026, 12:53 p.m.
As i booked 5 rooms Plz see all refunds are pending
Expedia Β· Message
Received Β· Jun 16, 2026, 12:53 p.m.
As i booked 5 rooms Plz see all refunds are pending
Sent Β· Jun 16, 2026, 12:54 p.m.
Thank you for reaching out to us about the pending refunds for your rooms. We apologize for any inconvenience this has caused and will look into this matter further. A member of our team will follow up with you shortly to assist with your refund inquiry.
Source: 1
Score Β· 61.81%Use this table as a fast lookup for any incoming guest message. Find the request type, confirm whether the LLM handles it or escalates, and identify the specific trigger that activates the escalation.
| Request / Scenario | LLM Response | Escalation Trigger |
|---|---|---|
| Early Check-In | Share $60 + tax fee, explain availability | Guest confirms they want to pay β then escalate |
| Late Check-Out | Share fee schedule, explain availability option | Guest confirms fee + desired time β then escalate |
| Connecting Rooms | Explain $20/room/night fee, request names & conf #s | Guest confirms fee + provides all names & conf #s β then escalate |
| Room Upgrade / Extend Stay (incl. adding a night or a later checkout) | Ask for best contact phone number; do not route to the booking channel | Guest provides phone number β then escalate |
| Fee / Charge Confirmation (any) | Thank guest, acknowledge the accepted fee; do not apply the charge or guarantee the add-on | Guest accepts/authorizes any fee or surcharge β always escalate (CONFIRM-FEE) |
| Name Addition / Alt Check-In | Collect name, explain ID/card requirements | Primary name change, billing auth, identity mismatch |
| Stay Modification / Cancel (shorten, cancel, date shift, room change, primary-name change β not adding nights or an additional guest name) | Explain 3rd-party policy, direct to booking channel | 3rd party cannot process; complex booking changes |
| Invoice / Folio / Receipt (incl. itemized) | Send the self-service folio response (emailed after checkout; check spam; else caesars.com folio-request link) | Billing dispute / correction / refund; business-invoice format; incidentals hold past timeframe |
| Room Issue / Housekeeping | Apologize, gather details, direct to front desk first | Front desk unresponsive; safety impact; comp requested |
| Maintenance Request | Acknowledge, direct to front desk / Laurel text | Front desk unresponsive; repair still needed |
| Noise / Safety Complaint | Acknowledge, direct to Security / front desk | Security/front desk intervention needed; unresolved |
| Billing Dispute / Refund | Acknowledge, collect details | Any correction, dispute, or refund β always escalate |
| General Complaint / Comp | Empathize, document thoroughly | Compensation requested; multiple failures; emotional guest |
| Post-Stay Review β Negative | Acknowledge publicly with empathy template | Safety, discrimination, viral-risk β escalate within 12h |
| Post-Stay Review β Positive | Respond with standard thank-you template | No escalation required |
Source: 2
Score Β· 60.18%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. |
|---|
Trigger Phrases
LLM Response β 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
Trigger Phrases
LLM Response β 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 β Fri Departure | Sat β 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
Trigger Phrases
LLM Response β What to Send the Guest
Source: 3
Score Β· 56.95%RAG Context: Room request standardized response templates for Paris Las Vegas β quiet room requests, rooms close together, guaranteed connecting rooms ($20/room/night, confirm names and confirmation numbers), adjoining room requests ($20/room/night, confirm second reservation ID), bed type/bedding requests (bed type not guaranteed; upgrades available pre-arrival), Pet Room requests ($75/night, dogs only), view option requests, special occasion and honeymoon requests, crib and rollaway requests ($35/day), mini-fridge requests (by tower β Bordeaux standard, Versailles on request), coffee maker/microwave requests (suites only / not available), extra towels-blankets-pillows in advance, generic room requests, and room changes after check-in.
Thank you for reaching out! We've noted your request for a quiet room and will do our best to accommodate it based on availability at the time of your arrival. While we cannot guarantee specific room assignments in advance, please rest assured that we will make every effort to fulfill your preference.
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