How Airtop built web-automation for AI agents powered by the LangChain ecosystem

Airtop is a platform that enables developers to create scalable, production-ready web automations with simplicity and precision. It empowers AI agents to interact intelligently with the web by performing actions such as logging in, extracting information, filling forms, and interacting with web interfaces through natural language commands. Airtop leverages the full LangChain ecosystem, including Extract API for structured information extraction from web pages and Act API for taking actions on websites. The platform also integrates various LLM models like GPT-4 series, Claude, Fireworks, and Gemini, allowing developers to switch between models effortlessly. Airtop uses LangGraph's flexible architecture to build their agent system and LangSmith for prompt engineering, debugging, and testing during development. The team plans to build more sophisticated agents with advanced capabilities and enhance benchmarking in the future.