Foundry is a cutting-edge platform designed to revolutionize the development and deployment of AI web agents. It provides a robust environment for generating high-quality enterprise data, conducting reliable evaluations, and optimizing agent performance at scale. The platform addresses common challenges faced by AI web agent developers, such as web drift, IP bans, and rate limits, by offering deterministic web snapshots and structured error classification.
Core Features:
- Deterministic Web Snapshots: Foundry ensures that the browser environment remains consistent across multiple runs, allowing for reproducible testing and debugging. This is crucial for training and evaluating AI agents that interact with dynamic web content.
- Structured Error Classification: The platform automatically classifies and tags various types of errors encountered during agent execution, such as click failures, layout shifts, and misfires. This detailed feedback loop is invaluable for identifying and rectifying agent weaknesses.
- Unlimited Reinforcement Learning: Foundry provides an environment that supports unlimited reinforcement learning (RL) trajectories. This enables agents to explore a vast range of interactions and learn optimal behaviors without being constrained by anti-bot measures or rate limits.
- High-Quality Enterprise Data Generation: The platform facilitates the creation of custom, long-horizon datasets specifically for supervised fine-tuning (SFT) of browser agents. This data is generated by expert annotators and is tailored for real-world enterprise platforms.
- Browser Agent Evaluation: Foundry offers a comprehensive suite of tools for evaluating agent performance, including tracking every action, classifying outcomes, and providing detailed metrics. This allows for precise benchmarking and continuous improvement.
- Python SDK Integration: The platform integrates seamlessly into existing agent workflows through a user-friendly Python SDK, making it easy for developers to plug Foundry into their current development pipelines.
- Demo and Benchmarking: Foundry provides a live demo to showcase its capabilities and a leaderboard for comparing agent performance, fostering a competitive and collaborative environment.
Target Users:
Foundry is ideal for AI researchers, machine learning engineers, and developers working on AI web agents, browser automation, and large language model (LLM) applications that require interaction with web interfaces. This includes teams building agents for tasks like web scraping, data extraction, content generation, e-commerce automation, and complex web-based workflows.
Key Benefits:
- Accelerated Development: By providing a stable and predictable environment, Foundry significantly speeds up the development and iteration cycles for AI web agents.
- Improved Agent Performance: The detailed feedback and extensive training capabilities lead to more robust, reliable, and performant AI agents.
- Reduced Development Costs: Eliminating issues like IP bans and rate limits saves development time and resources.
- Scalable Training: The platform supports large-scale training and evaluation, essential for complex AI models.
- Data-Driven Insights: Structured data and error classification provide deep insights into agent behavior and areas for improvement.
Foundry is built by experts from leading AI and tech companies, ensuring a high level of quality and innovation. The platform aims to be the foundational pillar for browser intelligence, empowering developers to build the next generation of AI-powered web agents.
