Where Dify fits
Officially, Dify is positioned around a platform for building production-ready agentic workflows and LLM products. That makes it a good fit when a product or engineering team wants an LLM builder with prompts, workflows, datasets, evaluation, and model operations in one environment. If your team already lives in that builder and only needs the AI step inside an existing operation, it can be the shorter route.
- your team wants a broader LLM engineering workspace and can own the product packaging, access, billing, and channel strategy