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The Articsledge Ticket Categorization & Routing System is a production-ready AI application that automatically categorizes support tickets, assigns priority levels, and routes them to appropriate teams using machine learning. You receive complete source code, pre-trained models with 550+ training examples, a modern web interface, and a RESTful API ready for integration into your existing support workflows.

 

The system categorizes tickets into 10 predefined categories including Technical Support, Billing, Account Management, Product Feature Requests, Bug Reports, General Inquiry, Sales, Compliance and Security, Integration and API, and Performance Issues. Each prediction includes confidence scores, priority assignment from Low to Critical, intelligent team routing, and additional metadata such as sentiment analysis, urgency scoring, and keyword extraction. The machine learning models achieve over 90% accuracy on the included training dataset and process tickets in under 100 milliseconds.

 

Built with Python, Flask, and scikit-learn, the application includes both a web interface and a complete REST API for programmatic access. You can categorize single tickets or process batches of multiple tickets simultaneously. The system comes with comprehensive documentation, automated setup scripts for Windows, Mac, and Linux, and a test suite to verify functionality. All processing happens locally on your infrastructure with no external API dependencies, giving you complete control over your data.

 

You can customize the system by adding new ticket categories, adjusting confidence thresholds, modifying team routing rules, or retraining models with your own ticket data. The training data file and model trainer script are included, allowing you to adapt the system to your specific support workflows and terminology. Integration is straightforward via the REST API, making it compatible with most ticketing systems, helpdesk platforms, and custom support applications.

 

Requirements include Python 3.9 or higher, 8GB RAM minimum, and a modern web browser. Initial setup takes approximately 10 to 15 minutes including model training. The package includes all backend code, frontend files, training data with 550+ examples, configuration templates, and setup automation for all major platforms. The license permits commercial use, including building and operating SaaS products or paid services based on this foundation.

 

IMPORTANT NOTE: This application has been fully developed with all features implemented. However, it has not been tested in a live production environment. Buyer should expect to perform integration testing and may encounter minor bugs that require fixing. Basic technical knowledge and development skills are required.

 

LICENSE TERMS: Seller retains full ownership and control. Purchase grants a non-exclusive, non-transferable, perpetual license—AS IS, no support/updates, or other obligations. No refunds due to the digital nature, all sales are final. Buyer may build and operate a materially new, closed-source product (including SaaS/paid service) for their own business/customers. Buyer may not open-source or disclose the application, nor resell, redistribute, rebrand, sublicense, or use the application (or any derivative) to create a competing or substantially similar product. License terms may be updated or changed at any time; continued use constitutes acceptance.

AI Ticket Categorization & Routing System

  • Ownership. Seller retains all right, title, and interest in and to the software application, including all copyrights and other intellectual property rights. No ownership is transferred to Buyer.

     

    License Grant. Upon payment, Seller grants Buyer a non-exclusive, non-transferable, perpetual license to use, modify, and internally reproduce the software application solely to build, operate, and maintain Buyer’s own closed-source product or service for Buyer’s internal business purposes or for services Buyer provides to Buyer’s customers.

     

    Permitted Commercial Use. Buyer may use the software application as a component in a materially distinct end product or service, including a hosted SaaS or paid service, provided that:

    (a) the end product is offered under Buyer’s own brand;

    (b) the software application is not exposed, sold, licensed, or distributed on a standalone basis;

    (c) Buyer’s customers receive only the functionality of Buyer’s end product or service, not the source code or reusable software itself; and

    (d) the end product or service is not advertised, marketed, positioned, or offered as a substitute for, clone of, competing alternative to, or lower-priced or free version of Seller’s software application or any commercial version of Seller’s software application.

     

    Restrictions. Buyer may not, and may not permit any third party to:

    (a) sell, resell, license, sublicense, redistribute, publish, transfer, or otherwise make available the software application, in whole or in part, on a standalone basis;

    (b) open-source, disclose, or provide access to the source code of the software application except to Buyer’s employees and contractors who are bound by written confidentiality obligations;

    (c) use the software application, or any substantially similar version of it, to create or offer a competing developer tool, template, starter kit, boilerplate, clone, or other product whose primary value is substantially the same as the software application itself; or

    (d) remove any proprietary notices contained in the software application.

     

    Buyer IP. As between the parties, Buyer owns Buyer’s branding, content, data, and original code that Buyer independently creates for Buyer’s end product, excluding the software application and any portion derived directly from it. Seller retains all rights in the software application and all modifications to the software application itself.

     

    No Support; No Warranty. THE SOFTWARE APPLICATION IS LICENSED “AS IS” AND “AS AVAILABLE,” WITHOUT WARRANTIES OF ANY KIND, EXPRESS OR IMPLIED, TO THE MAXIMUM EXTENT PERMITTED BY LAW. SELLER HAS NO OBLIGATION TO PROVIDE SUPPORT, MAINTENANCE, UPDATES, OR ENHANCEMENTS.

     

    Termination. This license terminates automatically if Buyer materially breaches these terms. Upon termination, Buyer must stop using the software application itself, except that Buyer may continue operating an already-deployed end product for a reasonable wind-down period of 30 days unless the breach involves unauthorized distribution, disclosure, or competition.

     

    Changes to Terms. Seller may update these license terms prospectively for future sales only. The version in effect on the purchase date governs Buyer’s license, unless Buyer later expressly agrees in writing to a new version.

  • This software is fully developed and includes the features described in the product listing. It is delivered in its current state and is intended for buyers with basic technical and development knowledge needed for setup, configuration, and deployment.

     

    Please note that, while the software has been completed, it has not yet been tested in a live production environment. As with most software products, some integration work, testing, and minor adjustments or bug fixes may be needed depending on your specific use case, hosting setup, or third-party services.

     

    WHAT TO EXPECT

    • Complete feature set as described

    • Source files ready for deployment and customization

    • Basic technical knowledge required for installation and operation

    • Possible minor fixes or configuration adjustments during setup

     

    SALES POLICY

    Because this is a digital product with instant access to deliverables, all sales are final and non-refundable. 

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