Voice AI for Hospitality

Voice agents built for hotels, resorts, and serviced apartments, guest service agents that handle inbound calls around the clock, reservation voice bots that process changes without staff intervention, and in-room assistants that respond to guest requests instantly.

We build hospitality voice AI with PMS integration, multilingual support, and conversation design calibrated to your property's service standard, not a generic call centre script.

  • Guest service voice agents handling inbound calls 24/7 with PMS lookup

  • Reservation voice bots processing changes and cancellations without staff involvement

  • In-room voice assistants for service requests and concierge queries

  • Multilingual guest communication covering major guest language pairs

RaftLabs builds voice AI for hospitality operators, hotels, resorts, and serviced apartments, covering guest service voice agents that handle inbound calls for room service, local information, and check-in instructions; reservation management voice bots that process modification and cancellation requests without staff intervention; in-room voice assistants; concierge automation; and multilingual guest communication agents. Most hospitality voice AI projects deliver in 10--14 weeks at a fixed cost. We have shipped 100+ software products and 20+ loyalty platforms for hospitality and related industries.

Recognition

Sound familiar?

  • Front desk team fielding the same 20 inbound questions all day, room service hours, check-in instructions, local recommendations, leaving little time for in-person guests?

  • Guests calling to change or cancel a reservation and waiting on hold because a staff member has to look up the booking, apply the change, and confirm it manually?

  • Guest communication during the stay scattered across the front desk phone, WhatsApp, and in-room TV menus, with no single channel that works for all guests?

Companies we've built for

Vodafone
Nike
Microsoft
Cisco
T-Mobile
Aldi
Heineken
GE
Cost delivery
Fixed
Week delivery window
10--14
Loyalty platforms shipped
20+
Products shipped
100+

The front desk handles the same calls every day. Voice AI handles them instead.

Hotel front desks field a predictable and repetitive category of inbound calls: what time is check-in, can I get extra towels, what restaurants do you recommend, I need to change my arrival date. These calls are low complexity but high volume, and they pull staff attention away from in-person guests who are standing at the desk. That is the direct cost. The indirect cost is that the same staff members are then handling after-hours calls when cover is thin and abandonment rates climb.

Voice AI designed for hospitality handles this call category without staff involvement. A voice agent connected to your property management system can confirm a booking, answer availability questions, process a simple modification, and log a room service request, all within a conversation that takes under two minutes and happens without a queue. Staff time shifts to the interactions where human judgment and warmth actually change the experience.

We build voice AI for hotels, resorts, and serviced apartments with PMS integration, multi-language support, and dialogue design that reflects your property's tone and service standard.

What we build

  1. Guest service voice agents

    A voice agent that answers every inbound call to the front desk phone number immediately, without hold music and without routing failures. The agent handles the calls that make up the bulk of inbound volume: check-in and check-out time questions, room type and rate confirmation for live reservations, local restaurant and attraction recommendations from a curated property knowledge base, parking and transport directions, hotel facility hours for pool, gym, spa, and restaurant, and escalation to a live front desk member when the request falls outside the agent's scope.

    The agent connects to your property management system via REST API to look up reservation details in real time, a caller who gives their name or reservation number gets an immediate, accurate confirmation of their booking, not a generic holding message. Property knowledge base content is maintained in an admin interface so your team updates hours, promotions, and local recommendations without developer involvement. Call handling is available 24 hours a day, which means after-hours calls are handled rather than dropped to an answering machine. For multi-property groups, a single voice agent deployment provides consistent front desk support across all properties. Escalation handoff is handled cleanly, the agent tells the caller it is transferring them, summarises the interaction for the staff member receiving the call, and completes the transfer. Call logs with transcripts and resolution outcomes are stored and accessible from the management dashboard.

  2. Reservation management voice bots

    A voice bot that processes reservation modifications, cancellations, and confirmations without requiring a staff member to look up the booking, apply the change, and send a confirmation. The guest calls or is called by an outbound pre-arrival workflow, identifies themselves by name or reservation number, and the bot retrieves their booking from the PMS in real time. Date changes, room type changes, and cancellation requests are processed within the conversation, with cancellation policy rules applied automatically from the PMS so the guest is informed of any applicable charges before confirming.

    Confirmation messages, SMS or email, are triggered immediately when the modification or cancellation is committed to the PMS, so the guest has a written record of what changed without having to wait for a staff member to manually send it. For simple requests like confirming arrival time, the bot reads the booking and confirms, closing the call in under 90 seconds. Outbound pre-arrival calls are triggered 24 hours before check-in from a configurable schedule: the bot calls the reservation's phone number, confirms arrival time and any special requests on the booking, and gives the guest the opportunity to modify or add requests before they arrive. This outbound flow reduces the check-in call volume that typically spikes on the morning of a busy arrival day.

  3. In-room voice assistants

    An in-room voice assistant deployed on a dedicated device or accessible through the hotel app that handles service requests from within the room. The guest speaks the request, additional pillows, room service order, wake-up call for 7am, request for the bill, late checkout enquiry, and the assistant logs the request directly into your housekeeping management system or PMS via API. The guest receives a verbal confirmation with the expected fulfilment time based on current operational workload, and a member of staff receives the task on their housekeeping or service management app.

    The assistant draws from a property knowledge base for queries that do not require a logged request: pool hours, gym location, restaurant reservation enquiries, local taxi booking instructions. Upsell prompts are built into the conversation design at natural points, when a guest asks about the restaurant, the assistant can mention that a dinner reservation is available tonight and offer to check availability. The conversation is designed to feel like talking to a member of staff, not navigating an IVR menu. Wake-up call scheduling, outbound calls, and DND status management are all handled in real time through the PMS API. All in-room interactions are logged and accessible in the management dashboard, giving the operations team visibility of request volumes, fulfilment times, and common guest queries.

  4. Concierge voice automation

    A voice concierge that handles the local knowledge and experience booking requests that make up a large share of front desk and concierge desk call volume. The agent draws from a curated destination knowledge base for the property: restaurant recommendations with cuisine type, price range, and distance; activity and attraction information with booking links or phone numbers; transport options including taxi, rideshare, and public transport; and event and venue information for local calendar highlights.

    For experience and activity bookings where a reservation is required, the agent can initiate a booking workflow, either by calling the venue on the guest's behalf using a call transfer, by sending the guest a booking link via SMS, or by triggering a concierge task in the hotel's task management system for a staff member to complete the booking. The knowledge base content is property-specific and maintained through an admin CMS, your concierge team adds and updates recommendations without developer involvement. Multi-language support covers the major language pairs in your guest mix, with language detection from the first phrase of the conversation. The concierge agent is available 24 hours, so late-evening dinner booking enquiries and early-morning transport requests are handled without requiring a staff member to be at the concierge desk.

  5. Check-in and check-out voice flows

    Outbound and inbound voice flows that handle the administrative work of check-in and check-out without consuming front desk time. The pre-arrival outbound call, triggered 24 hours before check-in, confirms the guest's arrival time, reads out any special requests on the booking, reminds the guest of their room type and rate, and asks whether they would like to add any pre-arrival requests. The guest's responses update the PMS reservation record so the front desk sees the confirmed arrival time and any new requests without a manual note.

    At check-out, an outbound call or inbound IVR flow handles the express check-out process for guests who do not need to query their bill: the agent confirms the total amount from the folio, asks the guest to confirm check-out, and commits the check-out to the PMS with a payment charge applied to the card on file. Guests who have a bill query are transferred to the front desk with a summary of the folio read out. The check-out flow reduces queue length at peak departure times and allows guests to check out from their room rather than waiting at the desk. Integration with digital key systems, SALTO, Dormakaba, Nuki, deactivates the room key at check-out confirmation so access control stays synchronised with the PMS without a manual desk process.

  6. Multilingual guest communication agents

    Voice agents that detect the caller's language from the first spoken phrase and continue the entire interaction in that language without requiring the guest to navigate a language menu. Language detection and switching is handled automatically using ElevenLabs' multilingual voice models and Deepgram's transcription models, which support major language pairs accurately in conversational hospitality dialogue. The same underlying agent logic and PMS integration operates across all supported languages, the guest experience is consistent whether the call comes in English, Spanish, French, German, Mandarin, or Japanese.

    Multi-language support is particularly relevant for resort and city hotel properties with international guest mixes, where a guest's language preference is not predictable from the reservation channel. The agent is configured with the property's voice and tone standards in each language, not a direct translation of an English script but a conversation design appropriate to the hospitality register in each language. Voice selection per language uses ElevenLabs voices calibrated for warmth and clarity in hospitality contexts. The management dashboard shows call volume and resolution outcomes segmented by language, giving the operations team visibility of which language pairs are most active and whether specific language-pair interactions have higher escalation rates that might indicate a dialogue gap.

Frequently asked questions

Hospitality voice AI agents integrate with any PMS that exposes a REST API or webhooks, including Opera (Oracle Hospitality), Cloudbeds, Mews, Protel, and RoomKey. Integration enables real-time reservation lookup, availability queries, modification and cancellation processing, check-in and check-out event triggering, and in-room service request logging. For multi-property groups, a single voice AI deployment connects to multiple PMS instances and provides consistent guest handling across all properties. We scope the integration against your specific PMS and the API endpoints it exposes before development begins, so there are no surprises about what the integration can and cannot do.

Yes. Language detection runs from the guest's first spoken phrase, and the agent switches to that language for the remainder of the call without requiring the guest to select from a menu. ElevenLabs multilingual voice models and Deepgram transcription support major language pairs with accuracy levels appropriate for conversational hospitality dialogue. The same agent logic and PMS integration operates in all supported languages, the guest experience is consistent regardless of language. For international hotel and resort properties, multi-language support is a standard part of the deployment rather than a custom add-on.

No. A hospitality voice agent handles the calls where speed and accuracy matter more than human interaction, reservation confirmations, room service requests, local information queries, simple modifications, so front desk staff can focus on in-person guests and on interactions where their judgment and hospitality skills genuinely change the experience. Properties that deploy voice AI for front desk call handling report that staff time shifts toward higher-value work, and that staff satisfaction improves because repetitive call handling is reduced. The agent escalates to a live staff member when a call requires human involvement, with a summary of the interaction passed to the receiving staff member.

A focused deployment covering front desk call handling and reservation management for a single property typically delivers in 10--12 weeks from kickoff. A multi-property deployment with full PMS integration, in-room assistants, and multilingual support typically delivers in 12--14 weeks. The PMS integration and dialogue design phases are the primary time variables. Properties with well-documented PMS APIs and clear service standards move faster. We fix the delivery scope and cost before development begins, so there are no open-ended timelines.

An IVR routes calls through a fixed menu. The caller presses a number for the option that most closely matches what they want and the system responds with a scripted message. A voice AI agent has a conversation, the guest speaks naturally, the agent understands intent, retrieves real-time data from the PMS, and responds with information specific to that guest's booking. A caller asking "can I move my check-in to 4pm tomorrow" gets an immediate answer based on their actual reservation and the property's availability at that time, not a message to press 2 for front desk. The conversation design reflects your property's tone, not a generic script. Escalation to a live staff member happens when the request is outside the agent's scope, with context passed to the receiving staff member so they don't ask the guest to repeat themselves.

What clients say

What our clients say

Three-year average engagement. Founders and operators describing the work in their own words. No marketing varnish.

Paula Castro
Paula Castro
Ireland flagIreland
Co-Founder, City Break Apartments

RaftLabs delivered everything we asked for and more, going above and beyond to meet our expectations throughout the project.

Related services

Talk to us about your hospitality voice AI project.

Tell us your property type, inbound call volume, current PMS, and what guest interactions you want the voice agent to handle. We'll scope the right deployment and give you a fixed cost.

  • Scope and cost agreed before work starts. No surprises. No obligation.
  • Working prototype within 3 weeks of kickoff.
  • Pay by milestone. You see progress before each invoice.
  • 60-day post-launch warranty. Bug fixes, UI tweaks, and deployment support. No retainer.
  • All conversations are NDA-protected.