Cleanvee: The Janitorial Command Center

Cleanvee is a "Control-Based" facility management system designed to replace paper logs with digital verification. By combining cryptographic proof-of-presence with edge-based computer vision, we provide facility managers with indisputable proof that work was performed to standard.

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🛑 The Problem: The "Invisibility" of Cleaning

In the $78B commercial cleaning industry, work is inherently "invisible." Once a cleaner leaves a room, there is no physical evidence of their labor other than the absence of dirt.

• Trust Gap: Managers cannot physically inspect every room every day.
• "Pencil Whipping": Paper logs are easily falsified, leading to broken Service Level Agreements (SLAs) and lost contracts.
• Subjectivity: "Clean" is subjective. One person's "clean" is another person's "missed spot."

🛡️ The Solution: Trust, But Verify

Cleanvee bridges the trust gap using a Two-Factor Verification protocol:

1. Proof of Presence (NFC):

   • Cleaners must tap a cryptographically secure NTAG213 sticker installed at the location.
   • This generates a proof_of_presence timestamp and location hash that cannot be spoofed by GPS mocking.

2. Proof of Quality (Edge AI):

   • Before a log can be submitted, the cleaner captures a photo of the area.
   • On-Device AI (TFLite) analyzes the image in <200ms without internet.
   • The AI detects hazards (spills, overflowing trash) and generates a quality score.
   • Green (<4h): Compliant. Yellow (>4h): Warning. Red: Critical/Failed.

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🏗️ Tech Stack

Mobile App (The Edge)

• Framework: Flutter (iOS & Android)
• Local Database: Hive (NoSQL) for offline-first synchronization.
• Computer Vision: TensorFlow Lite (MobileNetV2 SSD) running via tflite_flutter with NNAPI/CoreML delegates.
• Hardware: NTAG213 NFC Integration.

Web Dashboard (The Command Center)

• Frontend: React, TypeScript, Vite, Tailwind CSS.
• Visualization: Recharts for analytics, Custom Grid Layouts for Live Floor Plans.

Backend (The Cloud)

• Core: Firebase (Auth, Firestore, Storage).
• Compute: Google Cloud Functions (TypeScript) for SLA monitoring and event triggers.
• Analytics: Google Gemini API for automated Shift Reporting and natural language insights.

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🚀 Setup Guide

Prerequisites

• Flutter SDK (3.x+)
• Node.js & npm
• Firebase CLI

Installation

1. Clone the Repository

   git clone https://github.com/your-org/cleanvee.git
   cd cleanvee

2. Mobile App Setup

   cd mobile_app
   flutter pub get
   # Ensure you have an Android Emulator or iOS Simulator running
   flutter run

3. Dashboard Setup

   cd web_dashboard
   npm install
   npm run dev

4. Firebase Configuration

   • Place your google-services.json (Android) and GoogleService-Info.plist (iOS) in the respective Flutter directories.
   • Set up your .env file with VITE_FIREBASE_API_KEY for the web dashboard.

📱 Offline-First Architecture

Cleanvee utilizes a "Store-and-Forward" architecture.

1. Download: When online, the app downloads a "Manifest" of Model Weights and Reference Images.
2. Verify: The app functions 100% offline, storing logs in a local Hive queue.
3. Sync: A background WorkManager job uploads logs and high-res photos to Cloud Storage when connectivity is restored.

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Copyright © 2024 Cleanvee Technologies.