AI Customer Experience Analytics is a production-ready machine learning application that predicts customer satisfaction scores on a 0-10 scale and identifies the key factors driving satisfaction. Built with ensemble ML techniques combining XGBoost, LightGBM, and Random Forest models, this system delivers robust predictions with confidence intervals and actionable insights through SHAP-based explainability.
This application is designed for businesses, developers, and data teams who need to predict and analyze customer satisfaction without building ML infrastructure from scratch. You receive a complete full-stack solution: a FastAPI REST API backend with comprehensive validation and error handling, a modern React frontend with interactive visualizations using Recharts, pre-trained models on 1,200 synthetic data samples, and an automated training pipeline that lets you retrain models on your own data. The system accepts 15 customer features across purchase behavior, experience ratings, support metrics, and customer profile data, then engineers 7 additional derived features to improve prediction accuracy.
Key capabilities include real-time satisfaction prediction with model confidence scores, SHAP-based feature importance analysis that shows which factors increase or decrease satisfaction, ensemble weighting that combines three ML models for more reliable results, and a REST API with endpoints for prediction, explanation, model metadata, and feature validation. The application runs locally on Windows, Mac, or Linux with simple startup scripts included. All dependencies are documented in requirements.txt and the system includes complete documentation covering installation, API usage, troubleshooting, and technical implementation details.
The training data consists of synthetic samples generated to ensure broad coverage of customer scenarios while protecting actual user information. This approach provides realistic feature distributions and correlations suitable for development, testing, and demonstration purposes. Buyers should plan to retrain models using their own production data for optimal performance in their specific business context.
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 for deployment, customization, and troubleshooting.
NO REFUNDS: Due to the digital nature, all sales are final.
LICENSE TERMS: Seller retains full ownership and control. Purchase grants a non-exclusive, non-transferable, perpetual license—AS IS, no support/updates, no refunds, no other obligations. 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 Customer Experience Analytics Software
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.
