Production Case Study · Hospitality🔒 NDA Protected

AI Hotel Direct Booking Operations Platform

A boutique hotel group operating 8 properties across the UK and UAE was paying £1.1M annually in OTA commissions on bookings a direct channel could have captured. Mirlo Systems deployed a 24/7 AI reservation agent and group booking pipeline, reducing OTA mix from 38% to 24% within 6 months.

£1.1MAnnual OTA Commission Recovered
24%OTA Booking Mix After Deployment
3.8 hrsGroup RFP Response Time
AI Hotel Direct Booking Platform — £1.1M in OTA Commissions Recovered — Mirlo Systems
TL;DR

Executive Summary

A boutique hotel group operating 8 properties across the UK and UAE was paying £1.1M annually in OTA commissions on bookings a direct channel could have captured. Mirlo Systems deployed a 24/7 AI reservation agent and group booking pipeline, reducing OTA mix from 38% to 24% within 6 months. Built in 8 weeks with zero-downtime cutover and AES-256 encrypted pipelines.

01 · Business & Technical Challenge

The Challenge

Operational Friction

With 38% of room revenue booked through Booking.com and Expedia at 17.4% commission, the group paid £1.1M/year in third-party fees. Direct channel had zero 24/7 capability for after-hours inquiries (41% of demand). Group RFPs averaged 3.1 days response time.

Business Risks at Stake

  • Risk of continued OTA dependency growth as direct infrastructure lacks after-hours capability
  • Risk of losing group booking market share to competitors with faster RFP response times
  • Risk of RevPAR compression as labor costs rise while direct revenue remains capped
02 · Solution Architecture & Technical Execution

The Solution

Built 24/7 AI Reservation Agent across voice, chat, and WhatsApp in English and Arabic synced with Mews PMS. Automated Group RFP Pipeline reduced response time from 3.1 days to 3.8 hours and boosted conversion from 18% to 31%.

Technology Stack

Mews PMSAnthropic ClaudeTwilion8n Workflow AutomationSupabaseSiteMinder

Engineering Capabilities Delivered

  • 24/7 AI reservation agent grounded across 8 properties with live Mews PMS availability and rates
  • Group RFP classification pipeline routing to revenue managers with structured briefs and 4-hour SLA
  • Guest operations AI assistant handling in-stay queries via WhatsApp in English and Arabic
  • Direct booking completions via AI agent at zero commission cost
  • Cross-property revenue dashboard with direct vs OTA mix and ADR variance alerts

Execution Approach

Discovery at 2 Flagships8-Property Staging BuildStaggered Property CutoverReservation Conversion TrackingDedicated Handoff
03 · Business Value & Tangible Results

Measurable Outcomes

Verified Performance Results

  • Annual OTA commission recovered: £1.1M in first operating yearRevenue management annual commission report
  • OTA booking mix: Reduced from 38% to 24% within 6 monthsChannel distribution report
  • Group RFP response time: Reduced from 3.1 days to 3.8 hoursGroup booking pipeline event log
  • Group booking conversion rate: Increased from 18% to 31% in 5 monthsRevenue management group booking report
  • Front desk repetitive query volume: Reduced by 62% across all 8 propertiesFront desk query log audit

Before vs. After

OTA booking mix
Before38%
After24%
-14 percentage points
Annual OTA commission paid
Before£1.1M
AfterUnder £690K
£1.1M recovered
Group RFP average response time
Before3.1 days
After3.8 hours
-95%
Group booking conversion rate
Before18%
After31%
+72%
Front desk repetitive query volume
BeforeBaseline
After62% reduction
Freed for service recovery

Qualitative Gains

  • Zero manual administrative friction in routine processing pipelines.
  • Enhanced staff operational capacity redirected to high-value client interactions.
  • Full compliance and security audit trail maintained across all automated pipelines.

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  • Stage 02

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    One system is proving out. Now scale it - more coverage, more automation, better reporting - without breaking what's already working.

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Proof & Validation

Common Questions

Grounded on live Mews PMS data for all 8 properties, presenting real-time availability and upgrades.

How does AI reservation agent handle availability across 8 properties?
Grounded on live Mews PMS data for all 8 properties, presenting real-time availability and upgrades.
How does group booking pipeline handle variety of RFP types?
Classifies RFPs across 7 categories and routes to relevant revenue manager with tailored briefs under 4-hour SLA.
Was it complex to build guest operations AI for 8 properties?
Managed through property-specific knowledge bases in Supabase data layer.
How does AI handle Arabic-language guest interactions?
Operates natively in Arabic and English with automatic language detection.
What is commission structure on direct bookings completed by AI agent?
Zero commission. Booked directly into Mews PMS.