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
Kalp-AI Labs
AYRA OSKalp-AI Labs • Innovating Future IntelligenceState-of-the-Art
State-of-the-Art
AI Concierge OS
for Luxury Hotels.
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.
A
AYRA Concierge
Active Session
What We Offer
Everything your hotel needs to run a 24/7 AI-powered Front Desk
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.
Featured Core OS Solution
24/7 AYRA Voice & Chat Concierge
- ✓Handles room service, extra amenities, housekeeping & taxi bookings
- ✓Property-grounded fact responses with zero-hallucination guarantee
- ✓Natural bilingual support (English + Hinglish phrasing)
- ✓Dynamic consent-gated execution flow for guest security
Live Concierge Transcript Demo
[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."
Voice & WhatsApp Concierge
Provide instant 24/7 guest assistance across web chat, room QR codes, WhatsApp, and voice hubs in guest rooms.
- ✦ Sub-15ms fact lookups
- ✦ English & Hinglish support
- ✦ Room-first privacy design
PMS & Dispatch Automation
Automate guest orders directly into PMS and staff queues—from food orders to maintenance dispatches.
- ✦ F&B catalog integration
- ✦ Automated SLA dispatches
- ✦ Dynamic consent tokenization
Front Desk SLA Control Tower
Give front office managers real-time visibility into active guest requests, staff fulfillment SLAs, and automatic human escalation queues.
- ✦ Real-time request monitoring
- ✦ Automated ticket escalation
- ✦ Multi-hotel aggregator dashboard
Ongoing SLA & Intelligence
Continuous telemetry tracking, intent calibration, and prompt optimization to ensure 99.9% reliability.
- ✦ Monthly telemetry reviews
- ✦ Dedicated AI engineering support
- ✦ Intent threshold optimization
Implementation Roadmap
Simple, structured, and results-driven
We follow a clear three-step engineering framework to audit, configure, and embed AYRA into your hotel operations.
1
Property Audit & Fact Extraction
We analyze your hotel directory, department hours, F&B menus, and amenities, mapping them into an isolated, zero-hallucination fact base.
2
Hybrid Graph & Guard Config
We configure AYRA's hybrid state graph with custom deterministic guards, multi-clause parsers, and consent workflows tailored to your property.
3
Deploy & Staff Training
We launch AYRA live across guest touchpoints, integrate PMS dispatches, and onboard your front desk team to the SLA Control Tower.
About Kalp-AI Labs
The Team Behind AYRA
We are a team of AI engineers, hospitality technologists, and product designers building the next generation of autonomous guest intelligence.
Our Mission
We believe every hotel guest deserves instant, accurate, and empathetic service — regardless of the hour, language, or complexity of their request. Kalp-AI Labs exists to make that a reality through purpose-built AI systems.
Unlike generic AI wrappers, AYRA is engineered from the ground up for hospitality — with deterministic grounding, multi-clause parsing, consent-gated execution, and native multilingual support.
2026
Founded
2
Global Offices
Hospitality
Industry Focus
Agentic AI
Core Technology
AH
Arjun Hindwar
Founder & CEO
Full-stack AI engineer and hospitality technology specialist with deep expertise in building production-grade autonomous systems. Passionate about applying cutting-edge agentic AI architectures — hybrid state graphs, deterministic grounding, and consent-gated execution — to solve real-world operational challenges in the luxury hotel industry.
Why Luxury & Growing Hotels Choose Kalp-AI Labs
We specialize in hospitality environments where accuracy, tone, and operational speed are non-negotiable.
- ● Built specifically for 10 to 500+ room properties
- ● Plain language & natural Hinglish conversational support
- ● Zero-Hallucination Grounding (guaranteed fact accuracy)
- ● Consent-gated action execution (prevents false dispatches)
- ● Dedicated engineering support until staff & guests love it
Certified Performance Benchmarks
Up to 60%
Projected reduction in front desk calls
Up to 80%
Projected faster request fulfillment
98/98
Verified E2E test scenarios passed
Frequently Asked Questions
Everything you need to know about AYRA
Quick answers to common questions about deployment, data safety, and PMS integration.
What makes AYRA different from generic AI chatbots?
Generic AI chatbots rely solely on prompt engineering, leading to hallucinations about non-existent pool hours or amenities. AYRA uses a Hybrid State Graph with deterministic grounding guards: operational facts return in under 15ms with 100% accuracy, while actionable requests require dynamic guest consent before dispatching.
Does AYRA support Hinglish and local vernacular phrasing?
Yes! AYRA natively understands Hinglish and common regional phrasing (e.g., "bathroom mein towel nahi hai", "paani bhej do") and routes them directly to support or housekeeping dispatches with empathetic responses.
How long does property onboarding take?
Standard property setup takes less than 48 hours. Our team ingests your room directory, department hours, and service catalogs into the AYRA Knowledge Service and provides pre-configured staff dashboards.
Does AYRA integrate with our existing PMS software?
Yes. AYRA connects with standard PMS and ticketing webhooks, routing food orders, housekeeping items, and maintenance tickets directly to staff devices or WhatsApp groups.
How does AYRA handle complex multi-intent messages?
AYRA features a multi-clause message parser. If a guest sends "send 2 towels and what time does the pool close?", AYRA splits the clause, answers the pool timing immediately, and dispatches the towel request with consent confirmation.
Is guest data kept private?
Absolutely. AYRA operates on a Room-First Privacy architecture. Guest interactions are isolated by session tokens and room numbers without storing sensitive personal data unless explicitly requested by the hotel PMS.
Global Presence
Operating Headquarters
Kalp-AI Labs serves luxury hospitality clients globally with presence across North America and Europe.
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Global Headquarters (USA)
Kalp-AI Labs Inc.
100 Montgomery Street, Suite 2000
San Francisco, CA 94104, United States
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European Innovation Center
Kalp-AI Labs B.V.
Strawinskylaan 3051, Zuidas
1077 ZX Amsterdam, The Netherlands
Get Started
Book a Free Property AI Audit
Elevate your hotel's guest experience. Inquiries are dispatched directly to info@kalpailabs.com and our engineering leadership.
Official Inboxinfo@kalpailabs.com
Executive Officeceo@kalpailabs.com