WilmerAI provides advanced semantic prompt routing that analyzes entire conversation context rather than just recent messages. It uses a JSON-defined node-based workflow engine to orchestrate different LLMs, call external tools, run custom scripts, and chain workflows together. The system acts as an intermediary layer between applications and multiple LLM providers, allowing users to manipulate prompts and extend applications connected via REST API.