AMPL offers a powerful, intuitive modeling language for developing and deploying complex optimization models across various business and engineering applications. Our modular building capabilities allow seamless integration and flexibility, enabling users to bring data from any source and switch solvers effortlessly. AMPL’s robust Python API, amplpy, provides access to an extensive Python ecosystem, supporting development and instruction within Jupyter notebooks. The interactive development system supports all leading large-scale solvers, ensuring rapid and optimal solutions. Experience AMPL’s capabilities through our Community Edition and the AMPL Model Colaboratory, offering flexible trial options for new users.