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AI Robotics — Building the Future of Intelligent Cleaning

Sokina is an AI-powered platform that combinescomputer vision

to transform how commercial facilities are inspected, cleaned, and managed. Our vision is to make cleaning measurable, autonomous, and continuously improving through data.

Explore Saas Products
The Challenge of Manual Cleaning

Needs Smarter Management inHotels

It also requires standardized, measurable cleaning processes that improve quality, increase accountability, and reduce supervision and rework.

Explore Saas Products

Robotics and AI

The room is not clean.

Cleaning Operations
Hotel room inspection — trash, spill, and towel visible on carpet

Room camera preview - issues visible

AI generated checklist

  • Trash on floormedium
  • Liquid spillhigh
  • Bin overflowmedium
  • Towel out of placelow

Sokina – The Next Generation of AI-Driven Robotic Cleaner

The Challenge

Cleaning Hasn't Changed. Expectations Have.

Commercial cleaning remains one of the world's most labour-intensive industries. Hotels, hospitals, offices, airports, and public facilities still depend on manual inspections, paper checklists, and inconsistent reporting.

Inspection gaps

Spot checks miss issues; guest complaints and rework follow inconsistent room verification.

Hazard exposure

Liquid spills and chemical handling put cleaners at slip, fall, and exposure risk every shift.

Inefficient routing

Without optimized room order and task sequencing, teams walk more and clean less per hour.

No operational data

Limited telemetry means managers cannot forecast staffing, audit compliance, or improve continuously.

Sokina – The Next Generation of AI-Powered Intelligent Cleaning

A next-generation platform integrating AI vision, mobile assistance, intelligent task orchestration, cloud analytics, and robotic automation to redefine cleaning operations through data, intelligence, and autonomy.

Industries

Built for facilities that cannot afford inconsistency

Hotels & Hospitality

Problem

Slow turnovers and guest complaints from missed room details.

Sokina

Faster verified inspections, fewer rework incidents, audit logs per shift.

Expected ROI

Payback in 6–18 months via reduced rework and faster room readiness.

Hospitals & Healthcare

Problem

Strict cleanliness standards and compliance documentation burden.

Sokina

Timestamped detections, incident escalation, and supervisor dashboards for audits.

Expected ROI

Measurable compliance trail and reduced hazard response time.

Offices & Campuses

Problem

Large repetitive floor plans with centralized ops and fleet-scale needs.

Sokina

Route optimization, Edge Vision for corridors, and fleet SaaS for multi-building ops.

Expected ROI

≥25% inspection time reduction target in pilot deployments.

Our Vision

From Manual Cleaning to Intelligent Operations

We believe every facility should understand its own cleanliness in real time. Instead of relying on manual inspections, Sokina combines AI vision, digital workflows, and robotics to create a continuous operational intelligence layer.

  • Every inspection becomes data.
  • Every cleaning task becomes measurable.
  • Every improvement becomes automatic.
  • Every facility becomes smarter over time.

Intelligent Inspection of Sokina

How Sokina Transforms Cleaning Operations

01

Inspect with AI

AI-powered cameras continuously scan rooms and workspaces to identify cleaning issues, safety hazards, and missed areas in real time.

02

Detect & Analyze

Computer vision automatically detects trash, spills, misplaced items, overflowing bins, and other cleanliness issues while assigning priority levels.

03

Generate Tasks

The system creates a digital cleaning checklist with prioritized tasks, assigns them to staff or robots, and tracks completion automatically.

04

Continuous Improvement

Real-time dashboards provide cleaning analytics, staff performance, compliance scores, and operational insights to improve efficiency over time.

AI Intelligence

Intelligence at Every Step

Sokina combines multiple AI technologies into one connected platform.

Perception & Sensing

Cameras, LiDAR, and edge AI modules for room understanding and obstacle detection.

RGB-D Room Camera

1080p + depth, IP65, ROS2 driver

VLA vision input for trash, spill & linen detection

2D LiDAR Scanner

270° FOV, 12m range, indoor SLAM

Real-time map building & obstacle avoidance

Edge AI Compute Unit

Jetson-class SBC, 20–30 TOPS INT8

On-device inference under 300ms latency

IMU + Ultrasonic Array

9-axis IMU, 4× ultrasonic bumpers

Motion fusion & proximity safety cues

Platform Capabilities

Modular tools that scale from Software to robot

Start with Mobile Assist, add Edge Vision for corridors, and integrate retrofit floor-cleaners when ready.

IoT Integration & AI Vision

MVP

Camera scan, detection overlay, checklist, and incident alerts on any cloud platform.

  • Trash & spill detection
  • Auto checklist
  • Bengali UI
  • Offline queue

Edge Computing & Route Assistance

Year 1

Compact camera + edge compute for continuous monitoring in corridors and large rooms.

  • Local interface
  • MQTT telemetry
  • Low-light ready
  • Fleet OTA updates

Retrofit Autonomy Kit & Robotic Coordination

Year 1–2

ROS2 autonomy layer for existing scrubbers — supervised passes with human override.

  • E-stop & teleop, SLAM navlgation
  • Dock & change
  • Lower CAPEX retrofit

Cloud Dashboard & Compliance Reporting

Platform

Fleet management, model registry, analytics, billing, and secure OTA model delivery.

  • Multi-side dashboard
  • Active learning
  • Audit logs
  • Canary rollouts

Development Roadmap

Cleaners MVP today — multi-role platform over five years

Year 1

Phase 1 – Research & Development

Market research, AI model development, computer vision research, robotics feasibility, product architecture, technology validation.

Year 1–2

Phase 2 – MVP Development

AI inspection platform, mobile application, computer vision, guided checklists, cloud dashboard, data collection.

Year 2-3

Phase 3 – Real-world Pilot Testing

Real-world pilot deployments, edge AI, IoT integration, route optimization, operational analytics, customer feedback.

Year 3-4

Phase 4 – Intelligent Automation

Robotic assistance, autonomous navigation, task orchestration, human-robot collaboration, remote supervision.

Year 4-5

Phase 5 – Platform Expansion

Multi-site management, predictive analytics, digital twins, multi-robot coordination, enterprise integrations, AI optimization.

Year 5

Phase 6 – Global Expansion ( Go Live )

Full commercial release, enterprise deployment, partner ecosystem, continuous AI learning, global expansion, ongoing innovation.

AI & Privacy

Privacy-first perception you can deploy with workers

≥88%

Detection precision target

<300ms

On-device inference

12 mo

Default image retention

0

Unsupervised robot ops at launch

On-device inference

Prefer local processing on phone and edge hardware; minimize cloud image upload.

Consent & transparency

Bengali and English consent flows; workers can opt out; clear retention policies.

Face redaction

Automatic face blur on any uploaded images; room IDs instead of GPS where possible.

Human in the loop

Cleaners confirm every detection; supervisors review overrides; no silent automation.

Robotics

Robotics Designed to Work Alongside People

Rather than replacing human workers, Sokina is designed to enhance productivity through intelligent collaboration.

Sokina Mobile Assist

Room 204 — Deluxe King

Simulation
Hotel room inspection — trash, spill, and towel visible on carpet

Room camera preview — issues visible on carpet

Pilot Program

Ready to Shape the Future of Intelligent Cleaning?

Whether you're a commercial facility operator, technology partner, or investor, we'd love to explore how Sokina can help redefine the future of facility operations.

  • Discover how AI, computer vision, and robotics
  • Explore partnership opportunities to shape the future
  • See our development roadmap and vision
  • Connect with CMSN Group to discuss opportunities

Contact CMSN Group