Levee: Real-time AI object recognition for hotel room inspections and automated reports
Levee is a US-based startup whose AI-powered hospitality platform automates housekeeping, employee training and brand standard audits. CML Team rebuilt its backend, upgraded its web and mobile apps and integrated AI for computer vision and speech-to-text. Hotel teams gained over 40% operational efficiency on inspections and reporting, and the upgraded platform helped Levee secure its first B2B contract.
- Client
- Levee, United States
- Industries
- AI, Travel & Hospitality
- What we did
- We rebuilt Levee's backend from scratch, enhanced its mobile and web apps to deliver a fully scalable hospitality automation platform, and integrated AI for computer vision and speech-to-text.
40%
Operational efficiency of hotel teams
Inspections and reporting; over 40%
Source: CML Team project records

Who is the client behind Levee?
Levee is a US-based startup providing intelligent, AI-driven solutions that help hotels and venues modernize their operations and deliver consistent, high-quality service. Its platform helps hotels streamline service delivery and back-office operations.
www.levee.bizWhat problem did Levee have?
Levee needed to turn a basic prototype into a production-ready platform for automating hotel operations. The key challenges included integrating advanced AI modules for object recognition, speech transcription and translation, rebuilding an unstable backend, and deploying smoothly across web and mobile environments.
What did CML Team build for Levee?
- Hotel management
- Creating rooms
- Creating the list of items in each room
- Computer-vision AI for real-time object recognition and detection during room inspections, automating complex tasks with high accuracy
- Automated report generation driven by recognized objects, significantly enhanced by the computer-vision AI
- Voice notes
- Speech-to-text transcription and translation across 4 languages
- Multilingual support
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- Audio and video recording inside the app
- Passwordless login
- Analytics dashboards with data visualization
- A backend rebuilt from scratch for stability and scale
- Upgraded apps for iOS, Android and web
- App Store and Google Play deployment and release management
- Continuous QA, refactoring and secure infrastructure
- Multi-platform testing and QA pipeline for object-recognition accuracy
What was the result for Levee?
The upgraded platform let hotel teams automate inspections and reporting, boosting their operational efficiency on these tasks by over 40%. It helped Levee secure its first B2B contract and positioned Levee as a partner to trust for large-scale hospitality automation. Continuous QA, refactoring and secure infrastructure helped the platform meet performance and reliability standards for enterprise use.
Client feedback
CML Team LTD has successfully delivered robust applications, provided continuous support during demos, and helped us secure our first B2B client. Moreover, the team is proactive, flexible, and detail-oriented. Their problem-solving approach and innovation have set them apart.

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