Specialized LLM fine-tuning platform vs open-source ML lifecycle tool.
Purpose-built for LLM fine-tuning with visual workflows, GPU provisioning, GraphRAG integration, and production monitoring. Fully managed service.
Open-source platform for ML lifecycle management (tracking, projects, models, registry). General-purpose, requires self-hosting and custom integration code.