// AGENTLAYER · HOSPITALITY OPERATIONS
Hospitality, agent-native.
AgentStay designs and orchestrates AI agent systems for hospitality operations, direct-booking, multilingual guest concierge, pre-arrival upsells, food and beverage and activity operations, PMS-native inventory and pricing. Operator-in-the-loop on every consequential decision. Multilingual by default. Halal and MENA-aware where it matters.
// A SUB-PLATFORM OF AGENTLAYER · stay.agentlayer.one
// THE HOSPITALITY SHIFT
“Hotels lose two things every day they shouldn't lose: bookings to OTA commissions, and guest moments to a front desk that can't be in four languages at once. Agents take both back, under the operator's control.”
Hospitality workflows like pre-booking inquiries, booking capture, pre-arrival upsells, in-stay requests, F&B reservations, and post-stay loyalty were designed for a clerk and a counter, then partially digitised onto PMS systems that still demand a human do the keyboarding (and only in one or two languages). Agents redesign that surface for execution while keeping operator accountability on every consequential decision: pricing, refunds, inventory commitments.
The non-negotiables in this sector are not features. They are multilingual fluency, halal and MENA awareness, PMS-native integration, and saved OTA commission. Generic chatbots don't satisfy any of these by default. Hospitality operators have been pitched AI concierges for five years and rightly suspect the category.
AgentStay is operator-fluent. It speaks PMS, channel manager, POS, and RMS. It speaks Bahasa Malaysia, English, Mandarin, and Arabic. It knows what halal F&B means and respects prayer-time awareness for MENA tourism. Operators stay in the loop on every consequential decision.
// THE WORK IS OPERATOR-SHAPED
// WHERE AGENTSTAY STARTS
Direct-Booking & Reservation Agents
Multilingual booking agent on the operator's website and WhatsApp, answers rate, availability, and amenity questions; captures direct bookings; recovers OTA commission.
book.stay.agentlayer.one
Multilingual Guest Concierge
Voice and chat concierge across the stay, housekeeping requests, late checkout, recommendations, in-stay support. Bahasa Malaysia, English, Mandarin, Arabic.
concierge.stay.agentlayer.one
Pre-Arrival & Upsell Agents
Pre-stay messages with personalised upsells, room upgrades, F&B reservations, airport transfer, tours and activities. Per-stay revenue lift, operator-approved.
upsell.stay.agentlayer.one
F&B & Activity Operations
Restaurant reservation agents, kitchen ticket flow, tour and activity scheduling, halal-aware where it matters, operator-in-the-loop on inventory.
fnb.stay.agentlayer.one
PMS-Native Inventory & Pricing
Inventory-aware tool calls into the operator's PMS and channel manager. Dynamic-pricing recommendations under operator approval, never autonomous.
pms.stay.agentlayer.one
Post-Stay Loyalty & Re-Booking
Review nudges, re-booking offers, loyalty capture, multilingual, in the guest's language, with the operator's brand voice.
loyalty.stay.agentlayer.one
// THE NON-NEGOTIABLES
“What hospitality agents owe operators and guests.”
Trained on hotel operations vocabulary, PMS, OTA, POS, RMS, ADR, RevPAR, channel manager, MOD, BOP. Not a generic chatbot in a hotel skin.
Bahasa Malaysia, English, Mandarin, Arabic. Halal F&B awareness, prayer-time awareness, dietary and gender-preference defaults configurable for MENA tourism.
Pricing changes, inventory commitments, refunds, comp decisions stay with operators. Agents propose, route, and surface, they do not decide.
Talks to your existing PMS, channel manager, and POS via published integrations. Every agent action attributable, replayable, PDPA aligned.
35.6M
Visit Malaysia 2026 tourist arrival target
4 LANGS
Bahasa Malaysia · English · Mandarin · Arabic in guest-facing surfaces
15–25%
OTA commission directly recovered by direct-booking agents
24/7
multilingual front desk, never asleep
// THE LOBBY IS OPEN
// THE CORE BENEATH AGENTSTAY
AgentStay is one vertical of AgentLayer, the platform company behind agent-native systems for industries that legacy software was never built for. Hospitality agents share the same orchestration, identity, compliance, and observability core as agents in finance, government, care, and the law. The multilingual and inventory-aware patterns AgentStay extracts feed directly into AgentGov citizen services and AgentHealth patient navigation.
// MALAYSIA-BUILT · OPERATOR-READY
AgentStay is built in Malaysia by AgentLayer Sdn Bhd, aligned with the Malaysia Digital (MDEC) programme and the Visit Malaysia 2026 / MOTAC national tourism vision. ASEAN-native multilingual surfaces with first-class Arabic for MENA tourism flow. Halal-aware where it matters: F&B, room amenities, prayer-time. Locally built, locally accountable.
// HOW WE WORK WITH OPERATORS
“AgentStay is research-stage. Here is how we engage today.”
// PRODUCT, NOT BODY-SHOP, every engagement produces reusable artefacts.
Bring agents into hospitality, operators first.
Operator pilots, hospitality advisory, and RFP responses are open now.