The AI Lead Scoring Software is a production-ready software that helps sales teams prioritize leads using machine learning. You receive a complete, fully-coded solution including a trained Gradient Boosting model with 83.3% accuracy, React frontend with TypeScript, FastAPI backend, and Docker deployment configuration.
The system analyzes leads across multiple dimensions including engagement metrics, firmographic data, demographic information, and behavioral patterns to generate scores from 0 to 100. Leads are automatically categorized as Hot (70-100), Warm (40-69), or Cold (0-39) to help your sales team focus on the most promising opportunities. The application includes a visual dashboard with analytics, bulk CSV import capability, individual lead management, and a full RESTful API with interactive Swagger documentation.
Your purchase includes all source code for both frontend and backend, a pre-trained machine learning model achieving 83.3% accuracy with 86.7% F1-score and 0.913 ROC-AUC on test data, 1,200 synthetic training records for model development, complete Docker and Docker Compose configuration files, SQLite database setup with SQLAlchemy ORM, and comprehensive documentation covering installation, usage, API endpoints, and troubleshooting.
The frontend is built with React 18 and TypeScript, styled with Tailwind CSS, and includes data visualization using Recharts. The backend uses Python 3.11+ with FastAPI framework, Pydantic for validation, and scikit-learn for machine learning. The entire stack is containerized with Docker for straightforward deployment on Windows, macOS, or Linux systems with minimum 4GB RAM and 2GB disk space.
AI Lead Scoring 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.
