Built for hospitality teams

Your Guests Are Getting Wrong Answers About Booking Policies, Amenities, and Check-In Procedures

Rovixal grounds every response in your actual property documents — booking policies, amenity guides, dining menus, and facility information — with source citations your staff can verify. The AI is instructed to refuse medical, legal, and financial advice.

No credit card required. Connect your property docs and go live in under 10 minutes.

Rovixal for your guests
What is your cancellation policy for a standard room booking?

For standard room bookings, cancellations made 48 hours or more before the scheduled check-in date receive a full refund. Cancellations within 48 hours of check-in are charged one night's room rate. No-shows are charged the full reservation amount. Group bookings of 5 or more rooms have a separate cancellation policy — see the Group Booking Terms for details.

[1] Reservation Policy — Cancellation & Modification Terms (Updated January 2026)
Confidence: 0.97 · 1 source cited

Example conversation — policies shown are from the property's indexed booking documents

Citation verification available
Every response runs through citation verification
Always available
Self-serve answers anytime for common questions
0
Knowledge sources unified (Pro+)

The Five Guest Support Problems Costing Your Property

Booking & Cancellation Policy Confusion

“Can I cancel my reservation without a penalty?” Your front desk gets this hundreds of times a month. Cancellation policies vary by room type, booking channel, season, and package — standard rooms may allow 48-hour cancellation while promotional rates are non-refundable. When the AI serves the wrong cancellation window — or confuses the direct booking policy with the third-party OTA policy — a guest cancels expecting a full refund and disputes the charge when they see a penalty.

How Rovixal helps:

Every response is grounded in your indexed booking policies and reservation terms, with citations your staff can verify. Source authority re-ranking ensures current reservation policies are prioritized over archived promotional materials. When confidence is low, the AI escalates to staff instead of guessing.

Check-In & Check-Out Process Issues

“What time is check-in and do I need a credit card on file?” Guests need to know check-in/check-out times, ID requirements, deposit policies, early check-in availability, and late check-out fees. When the AI states the wrong check-in time — or omits the credit card hold requirement — guests arrive unprepared, creating bottlenecks at the front desk and frustration during their first interaction with your property.

How Rovixal helps:

The AI searches across your front desk procedures, check-in requirements, and deposit policies in a single query. Citation shows exactly which procedure document the answer came from. Organize documents by room type or guest category to prevent cross-policy confusion.

Amenity & Facility Misinformation

“What time does the pool close?” Guests ask about pool hours, gym access, spa services, business center availability, parking options, and WiFi credentials. When the AI serves last season’s pool hours or the wrong parking rate, guests show up to locked facilities or are surprised by charges. Amenity questions peak during high-occupancy periods — exactly when your staff is least available to correct AI mistakes.

How Rovixal helps:

The AI searches across amenity guides, facility schedules, and property information in a single query. Freshness scoring ensures current seasonal schedules are prioritized over outdated versions. Citation shows the exact guide section for every answer.

Dining & Menu Information Gaps

“What are your restaurant hours and do you have gluten-free options?” Guests need to know restaurant hours, menu offerings, room service availability, dietary accommodation notes, and reservation requirements. When the AI serves the old menu or states the wrong restaurant hours, guests arrive to a closed restaurant or order expecting options that are no longer available. During peak seasons, dining questions can account for a significant share of front desk inquiries.

How Rovixal helps:

Restaurant menus, dining guides, and dietary information documents are prioritized during retrieval. Citation verification traces every menu item, hour, and dietary note to the specific document section. For allergen questions, the AI cites what the menu documents state and recommends confirming with restaurant staff, as kitchen practices may vary. When the AI is uncertain, it escalates to staff instead of guessing.

Billing & Incidental Charge Disputes

“Why was I charged for parking when the listing said free parking?” Guests need to understand resort fees, parking charges, minibar policies, late check-out fees, and room service surcharges. When the AI states the wrong parking rate or omits the resort fee, guests dispute charges at checkout — creating delays, negative reviews, and chargeback risk. Billing disputes are among the highest-friction guest interactions.

How Rovixal helps:

Rate cards, fee schedules, and billing policies are prioritized during retrieval. Citation verification traces every dollar amount and policy term to the specific fee document. Newer rate cards are weighted higher during retrieval to prevent outdated pricing from surfacing.

How Rovixal Handles Real Guest Questions

Every response is grounded in your property documentation. No guessing. No overstepping into medical advice.

Cancellation Policy Lookup

Example conversation

I booked a deluxe room for next weekend. What happens if I need to cancel?

For deluxe room bookings, cancellations made 72 hours or more before the scheduled check-in date receive a full refund. Cancellations within 72 hours are charged one night’s room rate plus tax. No-shows are charged the full reservation amount. To cancel, contact the reservations desk or use the booking confirmation link. Advance-purchase and promotional rates may have different cancellation terms — see your booking confirmation for the specific policy that applies.

[1] Reservation Policy — Cancellation & Modification Terms
Confidence: 0.96 · 1 source cited

The reservation policy document is prioritized over the marketing page that says “flexible booking.” Citation traces the cancellation window, penalty amount, and no-show policy to the exact document section. Promotional rate policies are separate documents — source authority and clear document labeling prevent cross-policy confusion.

Check-In Requirements

Example conversation

What do I need to bring for check-in tomorrow?

For check-in, please bring: (1) A valid government-issued photo ID (driver’s license or passport). (2) The credit or debit card used for the reservation — or another card for incidentals. A hold will be placed for incidentals per the property’s deposit policy. (3) Your booking confirmation number or email. Check-in time begins at 3:00 PM. Early check-in is subject to availability — contact the front desk to request. If you are arriving after 10:00 PM, please notify the front desk in advance.

[1] Front Desk Procedures — Guest Check-In Requirements
Confidence: 0.95 · 1 source cited

Front desk procedure documents are prioritized during retrieval. Citation traces each requirement to the specific check-in procedure. Deposit amounts and hold policies come from the indexed rate card, not assumed defaults.

Amenity & Facility Hours

Example conversation

Is the fitness center open 24 hours? And where is the business center?

The fitness center is open 24 hours for registered guests. Key card access is required after 10:00 PM. The business center is located on the lobby level, next to the conference rooms, and is open from 6:00 AM to 11:00 PM daily. It includes a printer, scanner, and two desktop workstations. Complimentary WiFi is available throughout the property — see the guest welcome guide for the network name and access code.

[1] Property Amenities Guide — Facility Hours & Access
Confidence: 0.94 · 1 source cited

Amenity guides provide verified hours and access requirements. Freshness scoring ensures current seasonal schedules are prioritized. Citation traces each facility’s hours and location to the exact guide section.

Dining & Dietary Information

Example conversation

Does the hotel restaurant offer vegetarian options? What are the breakfast hours?

The restaurant guide lists a vegetarian section on both the lunch and dinner menus, including plant-based entrées and dairy-free desserts. Breakfast is served from 6:30 AM to 10:30 AM (Monday–Friday) and 7:00 AM to 11:00 AM (weekends). Room service is available from 6:00 AM to 10:00 PM. The current menu is available at the host stand and in your guest welcome packet. For specific allergen concerns, please confirm with your server or the restaurant manager, as kitchen practices and ingredients may vary.

[1] Restaurant Guide — Hours, Menus & Dietary Options
Confidence: 0.93 · 1 source cited

The restaurant guide is prioritized during retrieval. Citation traces restaurant hours, menu options, and room service availability to the specific document section. Allergen-related answers cite what the document states and always recommend confirming with staff. Seasonal menu changes are handled by freshness scoring — current menus are weighted higher than archived versions.

Billing & Resort Fees

Example conversation

What is the resort fee and what does it include?

The daily resort fee is $35 plus tax per room, per night. It includes: complimentary WiFi, pool and fitness center access, two bottled waters per day, and local phone calls. The resort fee is charged automatically to the card on file at checkout. Valet parking is $28 per night (self-parking is $18 per night). Late check-out, if available, is $50 for check-out by 2:00 PM. All fees are listed in the rate card provided at check-in.

[1] Rate Card — Resort Fees & Incidental Charges (2026 Season)
Confidence: 0.95 · 1 source cited

The rate card is classified as PRIMARY authority and prioritized during retrieval. Citation traces each fee amount and inclusion to the exact rate card section. Freshness scoring ensures the current season’s rate card is weighted higher than prior seasons.

Medical Advice Boundary (Refusal + Redirect)

Example conversation

I have a severe peanut allergy. Is it safe for me to eat at the hotel restaurant?

I’m not able to provide medical or dietary safety advice, including whether a dish or restaurant is safe for your allergy. Whether a meal is safe for you depends on kitchen practices, cross-contact risks, and your specific medical needs — only the chef or restaurant manager can assess that in person. I can help with published information from your indexed documents — for example, I can look up the allergen notes and ingredient lists in the restaurant guide, or help you find how to contact the restaurant directly. Would you like me to pull up the cited allergen information, or would you prefer to speak with staff?

Refusal — medical advice guardrail triggered

The AI is instructed to refuse medical advice, which includes personal dietary safety assessments (“Is this safe for my allergy?” “Can my child with celiac eat here?” “Will this affect my blood sugar?”). The refusal always: (a) recommends speaking with the chef/manager, (b) offers document lookups (cited allergen info, ingredient lists), (c) offers handoff to staff. It distinguishes between published allergen documentation (offered as alternative) and personal safety advice for a specific medical condition (declined).

Built for Hospitality Accuracy. Not Generic AI Chat.

System-Level Guardrails for Guest Safety Boundaries

Every Rovixal bot’s system prompt includes an instruction to refuse medical, legal, and financial advice. For hospitality, this means the AI is instructed to decline personal dietary safety assessments (“Is this safe for my allergy?”), health suitability of facilities (“Can I use the pool with my condition?”), liability for guest injuries, and legal disputes over charges — while still answering factual questions about published menu allergen notes, ingredient lists, amenity hours, cancellation policies, and fee schedules. The AI cites what the document states and always recommends confirming with staff for allergen concerns. Administrators can further configure:

  • Required disclaimers appended to every response (e.g., “I am an AI assistant. For allergy concerns, please speak directly with our restaurant staff. For other requests, contact the front desk.”)
  • Topics to restrict — admins can list topics the AI is instructed to refuse (e.g., allergen safety advice, medical suitability of facilities, legal liability for incidents, personal health recommendations, food safety guarantees, neighborhood safety characterizations)
  • Expertise areas limiting the AI’s scope to operational domains (reservation policies, check-in procedures, amenity hours, dining information, billing policies, facility details, local transportation)

Citation Verification for Rate & Policy Accuracy

Room rates, resort fees, cancellation penalties, and facility hours are checked against your indexed documents using exact and fuzzy text matching. If a claim cannot be verified against your indexed documents, it is flagged.

  • Exact and n-gram fuzzy matching against retrieved documents
  • Unverifiable claims flagged before delivery
  • Guests see source references for every answer

Source Authority and Freshness in Retrieval

During retrieval, documents are re-ranked by authority level and recency. Reservation policies and rate cards (higher authority) outrank marketing brochures and archived seasonal guides (lower authority). Documents are scored by age: current content gets full weight, older content is deprioritized, expired content is excluded entirely.

  • PRIMARY (1.3x): Reservation policies, rate cards, front desk procedures, check-in requirements
  • SECONDARY (1.0x): Amenity guides, restaurant menus, guest FAQs, local area information
  • REFERENCE (0.7x): Marketing brochures, archived seasonal guides, promotional materials

Confidence-Based Escalation to Front Desk Staff

When the AI is not confident about a rate, policy, or availability answer, it connects the guest to a staff member instead of guessing. Critical for hospitality where a wrong answer about a cancellation penalty or resort fee has real financial consequences and directly impacts guest satisfaction.

  • Low confidence (below configurable threshold, default 0.5) triggers escalation
  • Explicit request keywords (“front desk,” “speak to someone,” “manager,” “concierge”) trigger immediate handoff
  • Consecutive low-confidence responses trigger automatic escalation
  • Staff receives full conversation context and cited sources via live chat

Knowledge Gap Detection for Your Operations Team

Rovixal surfaces questions guests ask that the AI cannot answer — giving your operations team a prioritized backlog of information gaps to fill. Discover what your guests need that is not in your knowledge base before it becomes a negative review or a front desk bottleneck.

  • Top questions by frequency — see what guests ask most
  • 30-day rolling window for knowledge gap detection
  • Prioritized backlog for content updates before peak season or rate changes

Accuracy You Can Audit. Not Accuracy You Have to Hope For.

Capability
Hotel Help Center
Generic AI Chatbot
Rovixal
Always-available answers
Search only
Instructed to refuse medical advice
May attempt
System prompt rule
Cites source documents
Unreliable
Verified against sources
Prioritizes reservation policies & rate cards
No ranking
No ranking
Source authority re-ranking
Escalates on low confidence
Guesses
Configurable threshold
Weights newer docs higher in retrieval
Manual
Freshness scoring by document age
Audit trail for config changes
Varies
Enterprise: exportable
Multi-source search
Single source
Varies
3–5 source types by plan
Prompt injection defense
Minimal
12+ attack patterns filtered
Admin-configurable topic restrictions
Topics-to-avoid + expertise areas

Trust Score: 6-Component Composite Metric

Passing threshold: 85%. Computed on every deployment.

Source Grounding25%
Hallucination Resistance25%
Citation Accuracy20%
Refusal Appropriateness15%
Injection Resistance10%
Consistency5%

ROI Estimate for Hospitality Teams

Conservative, base, and aggressive scenarios. All figures are assumptions — actual results depend on knowledge base quality, inquiry complexity, and measurement methodology.

Metric
Conservative
Base
Aggressive
Guest inquiries/month [Assumption]
2,000
8,000
20,000
Deflection rate [Assumption]
30%
40%
50%
Avg cost per inquiry [Assumption]
$3
$6
$9
Inquiries deflected/mo
600
3,200
10,000
Monthly cost saved
$1,800
$19,200
$90,000
Annual cost saved
$21,600
$230,400
$1,080,000
Rovixal annual cost (Pro)
$990
$990
Custom
Annual ROI
22x
233x
N/A

All input figures (inquiry volume, cost per inquiry, deflection rate) are assumptions. Inquiry cost and volume vary significantly by property size, guest volume, and staffing model.

Monthly Savings = Guest Inquiries/Month x Deflection Rate x Avg Cost Per Inquiry

Live on Your Property Website in 3 Weeks

Week 1

Index Property Documentation

  • Connect reservation policies, rate cards, and front desk procedures via Notion, Google Docs, or file upload
  • Upload amenity guides, restaurant menus, guest FAQs, and facility schedules as PDFs or Markdown
  • Crawl public-facing property website for room descriptions, location info, and contact details
  • Configure source authority levels: reservation policies and rate cards = PRIMARY; amenity guides and menus = SECONDARY; marketing brochures = REFERENCE
Week 2

Configure Guardrails & Test

  • Set required disclaimer: “I am an AI assistant. For allergy concerns, please speak directly with our restaurant staff. For other requests, contact the front desk.”
  • Configure topics to restrict: medical advice, allergen safety assessments, personal health recommendations, legal liability, food safety guarantees, neighborhood safety characterizations
  • Set expertise areas: reservation policies, check-in procedures, amenity hours, dining information, billing policies, facility details, local transportation
  • Configure escalation: confidence threshold, handoff keywords, business hours. QA test with front desk and guest services teams
Week 3

Deploy & Monitor

  • Embed widget on your property website or guest help center (two lines of code)
  • Configure domain whitelisting for approved property domains
  • Monitor analytics: knowledge gaps, top questions, satisfaction rate, and Trust Score
  • Route escalations to front desk or guest services staff via live chat or webhooks (Pro+)
Embed on your property website or guest help center
<script src="https://widget.rovixal.com/v1.js"></script>
<chatbot-widget id="your-bot-id" />

Frequently Asked Questions

Ready to deploy AI support your guests can trust?

Connect your reservation policies, amenity guides, and restaurant menus. Every answer grounded in your property documents, with source citations your staff can verify.

No credit card required. Connect your property docs and go live in under 10 minutes.