Gym-Recsys is a toolbox that wraps recommendation tasks into OpenAI Gym environments, allowing reinforcement learning algorithms to interact with simulated user-item matrices step by step. It provides synthetic user behavior generators, supports loading popular datasets, and delivers standard recommendation metrics like Precision@K and NDCG. Users can customize reward functions, user models, and item pools to experiment with different RL-based recommendation strategies in a reproducible manner.

OpinioAI leverages advanced AI technologies to produce high-quality synthetic data that mimics human responses. This platform is ideal for researching market trends, product feedback, and academic studies without the need for traditional data collection methods. It helps businesses and researchers obtain critical insights more quickly and affordably. With features like AI personas and custom AI attributes, OpinioAI enables in-depth analysis and creative evaluation, fulfilling diverse research needs with precision.

Remyx AI offers a comprehensive platform designed to facilitate AI development from start to finish. Users can easily curate datasets, train, and deploy machine learning models without needing to write a single line of code. The platform is equipped with features such as autoML, synthetic data generation, and a conversational interface, enabling rapid customization and deployment of tailored machine learning solutions.

Entry Point AI is a modern no-code platform that empowers users and businesses to design, fine-tune, and manage custom large language models (LLMs) such as GPT and Llama-2. The platform simplifies the AI model creation process, allowing users to import business data, generate synthetic data, and evaluate model performance, making it accessible for individuals and organizations of all sizes.