Optimizing dumpster placement using image recognition.
Our solution ensures convenient, efficient, and eco-friendly waste disposal while prioritizing user satisfaction and reliability. Some of the major benefits this tool delivers are explained below.
Results
The impact that our solution delivers is far reaching an extremely benefiting.
30.4%
Reduced placement errors.
50.55%
reducing communication latency.
What Our Customer Has to Say
82.73%
Revenue Increase
The platform has revolutionized how we manage waste disposal operations. A key highlight was the successful deployment of the SAM (Segment Anything Model), which brought a whole new level of precision and efficiency to the system. this platform ensures that tasks like identifying, categorizing, and managing dumpster services are handled seamlessly. The combination of AI-powered capabilities with dedicated apps for customers and service providers, alongside a centralized admin panel, made scheduling pickups, tracking, and payment management effortless. The SAM model has significantly enhanced the platform's ability to adapt to user needs, making the entire process smoother and more reliable.
Donny Cooper
CEO Rentuhbin
The Problem
For today's changing time and fast paced world, we need a solution that can offer instant assistance without extra hassle. The large waste collected after moving your place,construction , or maintenance can be difficult to dispose of, and finding a dumpster during the process can be a real struggle as your other priority task might get affected. So this creates a need of having an online application based platform that joins clients needing the dumpster service with a relevant dumpster- enabling easy booking, tracking, and chat with a variety of dumpsters options. By providing reliable eco-friendly waste disposal, it allows users to focus on performing other tasks efficiently.
The Rentuhbin aims to ensure reliable and eco-friendly waste disposal, reducing the need for extra hassle and efficiently saving time and efforts. The key features expected from this solution are as follows.
Reliable Dumpster Booking App
The app provides convenience to users by offering a reliable alternative for booking a dumpster. Users can book or rent a dumpster at their desired location without the hassle of searching manually. Additionally, it enables communication between consumers and service providers within the app.
Damage Claim Center
To ensure a satisfying experience for both consumers and service providers, the app includes a complaint and damage claim center. This feature provides a sense of security and support for all parties involved.
2$ Tool
This AI-enabled tool offers prompt suggestions for booking a relevant dumpster suitable for the type of dump identified in a picture captured within the app. This ensures users book the right dumpster for their needs.
Placement Tool
This AI-powered tool allows users to take a picture of the intended dumpster placement location. It analyzes the dimensions of the space and cross-checks it with placement rules and regulations, providing a response on whether the location is appropriate for placing a dumpster.
Research and Analysis
After understanding and narrowing down the key requirements for the dumpster service, our experts did rigorous research to find the best possible and the most optimized approach for the given task. Our experts suggested having a separate app for both the consumers and service providers which will be administered by the admin panel. Where the customers end app will have the access to scheduling the delivery or pickup, tracking, and managing payment, the service providers app will be able to confirm the service along with being able to market them for attracting the wide range of customer, while the admin panel will exercise its authority to monitor the order; its detail, status, and payments, offer support, along with managing taxes, and has the capability to block/unblock based on received feedback.
Benefits of Our Approach
Our solution ensures convenient, efficient, and eco-friendly waste disposal while prioritizing user satisfaction and reliability. Some of the major benefits this tool delivers are:
Convenient and Reliable Booking
This app provides a highly convenient way to book the size-appropriate dumpster of your choice. All service providers are verified, making it a reliable solution for potential users.
Discounts and Referrals
The app helps manage expenses by offering discounts to users who meet certain criteria. This allows users to book or rent dumpsters at reasonable rates, making waste management more affordable.
Rating and Reviews
Consumers and service providers can rate and review each other based on their experiences. This feedback helps service providers improve their quality and guides users in selecting the best dumpster options.
Chat with Service Providers
The app enables consumers and service providers to communicate safely within the app. This feature promotes active collaboration and keeps both parties updated throughout the process.
Complaint Center and Damage Claims
A dedicated complaint center and damage claim feature ensure safety and accountability. This allows users and service providers to address mishaps or potential fraud effectively.
AI-Enabled Tool
The app integrates AI to efficiently suggest the most suitable dumpster size based on the collected waste. It also ensures that dumpsters fit appropriately in desired locations without violating placement regulations.
Challenges Encountered
Rentuhbin’s clients faced several pressing challenges that needed innovative solutions for efficient waste management.
Accurate Sizing and Placement
Consumers struggled to select the correct dumpster size due to inaccurate system data, leading to inefficient placements. This resulted in consuming extra time and effort for users.
Ineffective Spatial Data Utilization
Traditional dumpster placements in urban settings were rigid and not data-driven. Misaligned placements caused garbage trucks to take longer routes, increasing fuel consumption and operational costs.
Synchronization Gaps
A lack of real-time communication between consumers and providers led to miscommunication and delays. This ultimately resulted in additional waiting time for dumpster arrivals.
Complex Object Detection
Variations in dumpster scale and orientation created challenges in accurately detecting placements within dynamic urban environments. This raised the need to repeatedly book appropriate dumpsters.
Our Process
Our structured approach ensures a quality solution, developed through a series of focused steps designed to meet your unique needs.
Our Process includes:
- 1
Identify the Problem
- 2
Gather Information
- 3
Research
- 4
Brainstorm Solutions
- 5
Prototype
- 6
Test
React Native
Javascript
SAM/FAST SAM
YOLO
Frontend Development (Mobile)
Next.js
Tailwind CSS
React Data Tables
Firebase Auth
Frontend Development (Web)
NestJS
Javascript
Express
MongoDB
Backend Development
AWS (S3, EC2)
GitLab CI
DevOps
Stripe
Sentry
Firebase
Third-Party Services
Future prospects
Centrox’s AI solution is engineered for future growth:
Multi-Language and Cultural Support
Our ongoing developments aim to enable support for multiple languages and cultural contexts, broadening Rentuhbin’s market reach, ultimately bridging the communication gap alongside delivering the dumpster service; making it more inclusive for people all around the globe.
Enhanced Assistance
Future iterations of our AI will incorporate reinforcement learning techniques, enabling real-time feedback loops to improve model performance during actual deployments. This evolution will allow the system to assist service providers by offering predictive analytics based on client interactions and behavioral trends.