Open source free. CrewAI+ cloud $29/month Starter, $99/month Teams, Enterprise custom.

No public flat pricing. Usage-based: Databricks Units (DBUs) from ~$0.20/DBU. Enterprise custom negotiated pricing. Free trial available.

Data handling depends on configured LLM providers. CrewAI+ cloud processes workflow data on CrewAI's infrastructure.

Customer data processed within the customer's own AWS, Azure, or GCP cloud account — Databricks does not have access to customer data. Enterprise data handling agreements available.

• ✓Most popular open source multi-agent framework with millions of downloads
• ✓Intuitive agent role and goal definition
• ✓Supports any LLM provider including local models
• ✓CrewAI+ cloud reduces infrastructure management for production

• ✓Unified platform for data and AI eliminates fragmentation between data and ML toolchains
• ✓LLM fine-tuning on proprietary data enables building AI specific to company knowledge
• ✓Data processed within customer's own cloud account — strong data governance and sovereignty
• ✓MLflow open source standard for ML tracking ensures portability

• ✕Multi-agent workflows add complexity vs single-agent approaches
• ✕Debugging complex agent interactions requires patience
• ✕CrewAI+ cloud adds cost for production deployment

• ✕Usage-based pricing can be expensive at scale without careful cost management
• ✕Steep learning curve for teams new to the Databricks/Spark paradigm
• ✕Requires existing cloud infrastructure (AWS, Azure, GCP) — not standalone SaaS