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Parcel Management Revolutionized with AI-Powered Automation
Project Summary
Our objective was to establish an automated system with the capacity to handle 500 parcels within a one-hour timeframe. The system should be able to identify and extract relevant information from bills within these parcels using state-of-the-art optical character recognition technology. Furthermore, the extracted data must be securely stored in a database for subsequent analysis and management.
Technical Stack
Industry
Logistics & Transportation
Region
USA
Project Size
$14,000-$16,000
Challenges
The initial challenge was the color intensity issue in white and silver packages, making it difficult to detect the bill independently of the whole package.
Another challenge was that the workers tended to position parcels in varying orientations during the detection process.
Technical Challenges
The initial challenge was to orient the detected bill at a 0-degree angle.
Developing an ETL pipeline to ingest real-time data for instant predictions.
Reducing inference time to efficiently process the maximum number of parcel packages in the shortest possible time.
Solutions
Our development team including AI developers proposed an interactive desktop application enriched with advanced AI models. These models encompass a state-of-the-art computer vision system for precise bill detection, robust OCR technology for comprehensive text extraction from detected bills, and a customized NER model tailored to extract vital information, such as Tracking ID, Shipping Company, and unique GC numbers.
Additionally, the solution encompasses the capability to measure parcel weight and seamlessly generate unique QR codes for printing. Importantly, our AI models are engineered to continually learn and adapt to real-time scenarios, ensuring top-notch performance and accuracy. The seamless integration of these features and AI models within the desktop application offers an efficient and tailored solution for your specific requirements.
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Through the utilization of AI models and a user-friendly desktop application, our clients have experienced the following advantages:
Implementing an accurate end-to-end system has resulted in significant time savings on data entry tasks.
Our automated AI system is capable of efficiently processing 500 parcels per hour, leading to a reduction in labor costs and the delivery of highly efficient outcomes.
No. of Developers
04
Time Frame
March 2021- June- 2022
Experience With Bacancy
Optimize Your E-Commerce Workflow for Maximum Efficiency