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Case studies

AI built in the real world — with outcomes you can measure.

From hotel operations and guest messaging to shipping workflows and warehouse intelligence, these stories show how Instio helps teams move from pilots to production.

6,500+Rooms connected
200,000+Operational tasks processed
2,400+Active users
15+Enterprise integrations
Featured work

Stories from the industries we serve.

Select a study below for the challenge, approach and results — including published HotelOpsAI hospitality deployments.

Novotel Living Singapore Orchard
Novotel LivingHotelOpsAI

Revolutionizing housekeeping efficiency for an enhanced guest experience

AI-driven housekeeping at Novotel Living Singapore Orchard — real-time room status, automated tasks and stronger team accountability.

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Coconut Lagoon, CGH Earth Experience Hotels
CGH EarthHotelOpsAI

Transforming housekeeping and operations at Coconut Lagoon

Digitised housekeeping, work orders and meter readings at a CGH Earth backwater resort — aligned with sustainable, paperless operations.

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HospitalityStayChatAI

Scaling guest messaging across a multi-property hotel group

From a single-property pilot to brand-aligned AI responses at scale.

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Shipping & MaritimeAI Automation

Document intelligence across shipping operations

High-volume extraction and workflow automation connected to TMS and customer portals.

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TransportationCustomer AI

Proactive customer communications across a transport network

Delay alerts and service automation rolled out across regions with unified KPIs.

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LogisticsScale AI

Warehouse intelligence deployed across multiple sites

Slotting and exception detection with WMS integration and central governance.

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Novotel Living HotelOpsAI
Singapore

Revolutionizing housekeeping efficiency for an enhanced guest experience

Novotel Living Singapore Orchard is committed to seamless guest experiences while optimising operational efficiency. Housekeeping faced challenges in accountability, task management and real-time room visibility — especially with labour shortages and rising service expectations.

85Extended-stay apartments
24/7Room status visibility
30%Reduction in room turnover time
“HotelOps.ai delivers measurable housekeeping improvements in individual accountability, team efficiency and guest experience quality. It is a must-have for hotels facing scarce manpower.”
Ya’Kob Zaini General Manager, Novotel Living Singapore Orchard

The challenge

  • Limited real-time oversight of room cleaning progress
  • Manual task assignments and excessive coordination
  • Workforce efficiency under ongoing labour shortages
  • On-time, quality room readiness for guest check-in

The solution

  • HotelOps.ai deployed in November 2022 — live within two months
  • Automated task allocation by priority, room status and staff availability
  • Real-time room readiness updates and digital housekeeping checklists
  • Supervisor dashboards for data-driven decisions
  • Faster room cleaning and availability for guests
  • Clear task tracking and improved staff coordination
  • Faster check-ins and consistently well-maintained rooms

Read on HotelOps.ai Explore HotelOpsAI

Novotel Living Singapore Orchard property
CGH Earth HotelOpsAI
Coconut Lagoon · Kerala

Transforming housekeeping & operations at Coconut Lagoon

Nestled along Vembanad Lake, Coconut Lagoon is a CGH Earth eco-retreat accessible only by boat. To streamline housekeeping, work orders and meter readings while advancing paperless, sustainable operations, the resort partnered with HotelOps.AI.

89%Repairs completed within 24 hours
25 minAverage guest request completion
20CGH Earth properties in the group programme
“HotelOpsAI has been invaluable across our properties. They tailored solutions to our operational challenges and became an extension of our team — with a significant impact on efficiency and guest experience.”
Radhakrishna Shenoi AVP, CGH Earth Group

The challenge

  • Paper-based housekeeping, maintenance and meter-reading processes
  • Communication gaps delaying issue resolution
  • Sustainability goals requiring paperless operations
  • Consistent, timely service quality for guest satisfaction

The solution

  • Mobile housekeeping management with real-time assignment and tracking
  • Automated work order management and live status for managers
  • Digital meter reading for water, energy and fuel monitoring
  • End-to-end visibility replacing manual checklists and logs
  • Faster housekeeping turnaround and room readiness
  • Higher guest satisfaction through responsiveness and cleanliness
  • Reduced paper use and better resource tracking aligned with eco goals

Read on HotelOps.ai Explore HotelOpsAI

Coconut Lagoon resort, CGH Earth
Hospitality StayChatAI

Scaling guest messaging across a multi-property hotel group

After a successful guest-chat pilot, the client needed consistent brand voice, PMS-aware answers and human handoff across dozens of properties. Instio scaled StayChatAI with shared integrations, quality monitoring and training for front-office teams.

  • 24/7 instant responses with on-brand tone and upsell prompts
  • Multi-property configuration and group-level reporting
  • Reduced front-desk load during peak check-in windows

Explore StayChatAI

Hotel lobby and guest experience
Shipping & Maritime AI Automation

Document intelligence across shipping operations

Operators processed large volumes of bills of lading, manifests and customer instructions manually. Instio built document AI pipelines with exception queues, operator review UX and integrations to TMS and customer-facing portals.

  • Shorter document turnaround and fewer re-keying errors
  • Accuracy benchmarks and regression testing for production confidence
  • Commercial and operations systems kept in sync automatically

Shipping & Maritime solutions

Container ship at sea
Transportation Customer AI

Proactive customer communications across a transport network

A passenger and freight operator wanted to notify customers before delays escalated to contact-centre volume. Instio connected real-time operational feeds to AI-driven messaging, with escalation paths into existing service tools.

  • Multi-region deployment with localised customer messaging
  • Measurable reduction in inbound “where is my shipment?” calls
  • Outcome tracking and continuous tuning by route and season

Transportation solutions

Transport network and highway
Logistics Scale AI

Warehouse intelligence deployed across multiple sites

Following a successful slotting and exception-detection pilot, the client rolled out models across warehouses with different WMS configurations. Instio provided site playbooks, data harmonisation and central monitoring dashboards.

  • Improved pick efficiency and earlier exception detection
  • WMS integration without disrupting daily operations
  • Site manager training and adoption support built into rollout

Logistics solutions

Modern warehouse operations

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