AI Customer Segmentation Software is a production-ready, full-stack application that automatically clusters customers into actionable segments using advanced machine learning. Built with FastAPI and React, this software analyzes customer behavior, demographics, and transaction patterns to help you understand and engage your audience more effectively.
You get four industry-standard clustering algorithms—K-Means, DBSCAN, Hierarchical Clustering, and Gaussian Mixture Models—with automated parameter tuning and intelligent segment detection. The system performs RFM (Recency, Frequency, Monetary) analysis, predicts customer lifetime value, and generates AI-powered insights with priority-based recommendations for each segment. Upload your customer data via CSV or Excel, run segmentation in minutes, and explore results through interactive 2D visualizations powered by t-SNE dimensionality reduction.
The application includes a professional dashboard showing segment distribution and key metrics, a customer search tool to look up individual profiles and similar customers, side-by-side segment comparison for up to four groups, and a comprehensive reports section with export capabilities. The interface is built with React, Tailwind CSS, and Recharts for responsive, modern data visualization. The backend exposes a complete REST API with 15+ endpoints, background task processing for large datasets, and structured validation for data quality.
This software uses synthetic data generation to improve model coverage and protect user information. A sample dataset with 1,500 synthetic customer records is included for testing and demonstration. The codebase comprises over 4,000 lines of organized, commented code across backend services (segmentation, data processing, insight generation) and frontend components (dashboard, upload, visualization, search, comparison, reports). Comprehensive documentation covers installation, configuration, usage, API reference, data format requirements, and troubleshooting.
System requirements: Python 3.9+, Node.js 16+, 4GB RAM minimum (8GB recommended). The application runs on Windows 10/11, macOS 10.15+, and Linux (Ubuntu 20.04+). Automated startup scripts simplify deployment. All dependencies are listed in requirements.txt (backend) and package.json (frontend). The software is designed for businesses, data analysts, marketers, and developers who need customer segmentation without building from scratch.
AI Customer Segmentation 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.
