Property Fact Audit
We ingest your room directories, department operating hours, and facility rules into an ungrounded-proof fact matrix.
- ✦ Workflow & fact mapping
- ✦ Zero-hallucination rulebook
- ✦ Operational ROI calculation

AYRA coordinates 24/7 guest requests, room service, housekeeping dispatches, and hotel inquiries with sub-15ms fact responses. Built with zero-hallucination grounding, hybrid state graph execution, and natural Hinglish support.
We don't build generic wrappers. We engineer hybrid deterministic-cognitive AI systems that eliminate hallucinations, handle multi-intent requests, and integrate directly into hotel PMS and staff dispatches.
[Guest]: "bathroom mein towel nahi hai, can you send 2 fresh towels?"
[AYRA]: "I'm really sorry about that, Vikram. I completely understand. I'll arrange 2 fresh towels for your room right away. Shall I confirm this with housekeeping?"
[Guest]: "yes please"
[AYRA]: "Consider it arranged! Towels request has been placed with housekeeping. Estimated delivery is 10 mins."
We ingest your room directories, department operating hours, and facility rules into an ungrounded-proof fact matrix.
Provide instant 24/7 guest assistance across web chat, room QR codes, WhatsApp, and voice hubs in guest rooms.
Automate guest orders directly into PMS and staff queues—from food orders to maintenance dispatches.
Give front office managers real-time visibility into active guest requests, staff fulfillment SLAs, and automatic human escalation queues.
Continuous telemetry tracking, intent calibration, and prompt optimization to ensure 99.9% reliability.
We follow a clear three-step engineering framework to audit, configure, and embed AYRA into your hotel operations.
We analyze your hotel directory, department hours, F&B menus, and amenities, mapping them into an isolated, zero-hallucination fact base.
We configure AYRA's hybrid state graph with custom deterministic guards, multi-clause parsers, and consent workflows tailored to your property.
We launch AYRA live across guest touchpoints, integrate PMS dispatches, and onboard your front desk team to the SLA Control Tower.
We specialize in hospitality environments where accuracy, tone, and operational speed are non-negotiable.
Quick answers to common questions about deployment, data safety, and PMS integration.
Kalp-AI Labs serves luxury hospitality clients globally with presence across North America and Europe.
100 Montgomery Street, Suite 2000
San Francisco, CA 94104, United States
Strawinskylaan 3051, Zuidas
1077 ZX Amsterdam, The Netherlands
Elevate your hotel's guest experience. Inquiries are dispatched directly to info@kalpailabs.com and our engineering leadership.