Flow generation through natural language: An agentic modeling approach

2026-04-30

Shopify Flow uses an AI agent that lets merchants build automation workflows using natural language instead of complex rules. Shopify significantly improved this agent by fine-tuning a smaller open-source model on their specific Flow domain data, resulting in much higher accuracy, lower latency, and lower cost than large general-purpose model.