Agentic Index
CrewAI vs Databricks Mosaic AI (2026)
CrewAI or Databricks Mosaic AI is a live question inside Databricks shops: CrewAI is the open source multi agent framework with a hosted platform (free to 25 dollars a month, enterprise custom) that runs anywhere including on Databricks, while Mosaic AI is the lakehouse native path with agent evaluation, governance, and DBU based pricing tied to your existing commitment. The pragmatic answer: Mosaic when the agents live on lakehouse data and governance is paramount, CrewAI when you want framework portability across environments.
| At a glance | CrewAI | Databricks Mosaic AI |
|---|---|---|
| Category | Multi-agent platform | Multi-agent platform |
| Entry price | Free (50 exec/mo) · Professional $25/mo · OSS free (MIT) | Free trial · usage based (DBUs) |
| Free / trial | Free | A free trial is available to evaluate the Databricks platform and Mosaic AI before committing to consumption billing. |
| Pricing confidence | public partial | public partial |
| Feature |
C
CrewAI
|
|
|---|---|---|
| Action & orchestration | ||
|
Integrations & Tool Calling Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools. |
Full / Explicit | Full / Explicit |
|
Workflow Orchestration Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps. |
Full / Explicit | Full / Explicit |
|
Triggers & Channel Coverage How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools. |
Full / Explicit | Partial |
| Knowledge & context | ||
|
Knowledge Grounding & RAG Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers. |
Full / Explicit | Full / Explicit |
|
Memory & State Persistence Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer. |
Full / Explicit | Full / Explicit |
| Control & trust | ||
|
Human Oversight & Guardrails Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls. |
Full / Explicit | Full / Explicit |
|
Security, Identity & Governance RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy. |
Full / Explicit | Full / Explicit |
|
Observability & Auditability Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior. |
Full / Explicit | Full / Explicit |
|
Deployment & Data Residency Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting. |
Full / Explicit | Full / Explicit |
| Solution readiness | ||
|
Prebuilt Agents, Templates & Packs Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value. |
Partial | Partial |
| Platform extensibility | ||
|
Model Flexibility & Routing Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys. |
Full / Explicit | Full / Explicit |
|
APIs, SDKs & MCP Extensibility Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems. |
Full / Explicit | Full / Explicit |
|
Testing, Debugging & Optimization Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment. |
Full / Explicit | Full / Explicit |
| Specialist automation | ||
|
Browser & Computer Use Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone. |
Partial | No / Not documented |
Pricing snapshot
Sourced from the Index pricing dataset · open each vendor's profile for full detail.
| Pricing |
C
CrewAI
|
|
|---|---|---|
|
Entry price Lowest public entry point |
Free (50 exec/mo) · Professional $25/mo · OSS free (MIT) | Free trial · usage based (DBUs) |
|
Pricing confidence How public the numbers are |
Public — partial | Public — partial |
|
Billing Primary billing axis |
workflow executions / order-form | usage (DBUs) |
|
Variable cost Workload / overage exposure |
Medium variable cost | High variable cost |
|
Free tier / trial Try before you buy |
Free tier
|
No free tierTrial
|
|
Buying motion Self-serve vs sales call |
Sales call | Mixed |
Choose CrewAI if
- Framework portability across clouds and environments is strategic for you.
- Your agents span systems well beyond the lakehouse.
- Open source control and a large community matter to your engineers.
Choose Databricks Mosaic AI if
- Your agent workloads are lakehouse centric, over governed Databricks data.
- Unity Catalog governance and built in agent evaluation are requirements.
- Consuming through existing DBU commitments eases procurement.