Beyond the Chatbot: Building Type-Safe AI Workflows for Non-Profits with PydanticAI
Sep 25, 2025• 3 min read
Non-profits can move beyond simple chatbots by adopting PydanticAI, a type-safe Python framework for building reliable AI agents. This post explores two practical patterns: automated grant writing with feedback loops, and safe CRM data hygiene with human-in-the-loop approval.