CrewAI vs Langflow (2026): which should you pick?
As of Nov 12, 2026, Langflow grades higher than CrewAI: 2.8 against 2.2 out of 4.0.
Checked Oct 9, 2026 and Nov 12, 2026 · graded Oct 10, 2026 and Nov 12, 2026 by ToolGPA
CrewAI grades higher on ease of use. Langflow grades higher on value for money and the free plan. They get the same grade on features and platforms.
Price, platforms and features side by side. The table says where each price was read and when.
Which one is for you
Pick CrewAI if
- Fits if you want to try multi-agent workflows in a visual editor
- Works for a company that wants a VPC or self-run deployment
Look elsewhere if
- Tight if you build for real: 2 automations and 50 executions a month
- Not for you if you want a self-serve paid plan, as none is published
- Watch out: SSO, role-based access and enterprise connectors are Enterprise only
- Skip it if you want instant sign-up for Enterprise, which starts with a trial request and a 45-day onboarding
Pick Langflow if
- Fits if you're a developer sketching out agent or RAG apps on a canvas
- Works for turning a flow into an API endpoint or an MCP tool for another app
Look elsewhere if
- Skip it if you want to sign up and build in the cloud, as the docs cover only installs you run yourself
- Not for you if you expect email support, because help comes through GitHub and the community unless you pay IBM
- Tight if you're on an Intel Mac, where the components that depend on PyTorch are limited or unavailable
- Watch out: Langflow Desktop needs macOS 13 or Windows and lacks the Shareable Playground and Voice Mode
- Too light for scheduled runs, triggers or team use, as none are on record
How we grade them
| 2.2GPACrewAIFair | 2.8GPALangflowGood | |
|---|---|---|
| Value for money | CThe page lists only Free and a custom Enterprise, with no self-serve paid price to compare. | AIt costs nothing: the whole application is MIT licensed, and the only thing on sale is optional IBM support at a custom price, which buys support and not software. Model access and the machine it runs on are yours to pay for. |
| Free plan and trial | CFree has 2 automations and a hard cap of 50 executions a month, with no overage option. | AThe full application is free whichever way you run it, Langflow Desktop, the Docker image or the Python package, with nothing held back for a paid tier. You supply the computer and the model keys. |
| Features | CVisual editor, role-based agents, tracing and governance, but SSO, RBAC and connectors are Enterprise only. | CIt covers the building job: components dragged onto a canvas, a playground to test in, agents that call whole flows as tools, flows published through an API or as MCP tools, and Python you can edit. That's a smaller job than the category's: nothing on record about schedules, triggers or team use. |
| Ease of use | CNo store rating on record. You design agents, roles and workflows yourself. | DYou host it yourself: the docs cover only installs you look after, Langflow Desktop, Docker, the Python package or Kubernetes, and you bring your own model keys. Desktop is the shortest route for one person on a Mac or Windows PC, and no rating is on record. |
| Platforms and integrations | BWeb only, with seven integrations and flexible deployment on Enterprise, including a VPC or your own servers. | BA desktop app for Mac and Windows, Docker or Python anywhere else, and you work in a browser. It connects to OpenAI, Anthropic, Ollama, Pinecone, Notion and Slack, with an API and MCP in both directions. No phone app is listed. |
| Best for | building multi-agent workflows | building agents on a free, open-source canvas |
The GPA is the average of the five grades: an A is 4 points, an F is none. The full reasons are on each tool's page: CrewAI and Langflow. How we grade
Where they differ
- Langflow is self-hostable, according to its own site.
- CrewAI also covers workflow automation and no-code.
- Langflow also covers templates.
In commonFree planWebOpen sourceAI agents
At a glance
| CrewAI | Langflow | |
|---|---|---|
| Pricing | Free plan | Free plan |
| Starts at | Not published | Not published |
| Free plan | Basic plan: visual editor and AI copilot, GitHub integration, 2 automations and 50 workflow executions a month. | The whole application is open source under the MIT license and free to run with Langflow Desktop, Docker or the Python package. You supply the infrastructure and the model access. |
| Free trial | None listed | None listed |
| Web | ||
| macOS | ||
| Windows | ||
| Linux | ||
| Made by | CrewAI | Langflow (IBM) |
| Price read from | crewai.com | langflow.org |
| Checked | Nov 12, 2026 | Oct 9, 2026 |
Worth knowing
CrewAI
- The pricing page lists only Free and Enterprise; there is no published self-serve paid tier.
- The free plan stops at 2 automations and 50 executions a month, with no overage option.
- SSO, role-based access, enterprise connectors and dedicated support are Enterprise only.
- Enterprise starts with a trial request and a 45-day onboarding, not instant sign-up.
Langflow
- The docs cover only self-managed installs: Desktop, Docker, the Python package or Kubernetes. The homepage mentions a free cloud account but links no sign-up.
- Langflow Desktop is for macOS 13 or later and Windows, and lacks some features such as the Shareable Playground and Voice Mode.
- On Intel Macs, the ML and AI components that depend on PyTorch are limited or unavailable.
- The team gives no individual support by email: help comes through GitHub and community channels unless you subscribe to IBM Elite Support.
Key features
CrewAI
- Visual editor and AI copilot
- A no-code canvas builder, guided by an AI copilot, that can be exported to Python code.
- Role-based agents and workflows
- Agents are given roles, and deterministic workflows control how they hand work to each other.
- Tracing and evaluation
- Tracing of every LLM call, tool call and memory read with cost accounting, plus OpenTelemetry and LLM testing.
- Governance controls
- Human-in-the-loop approval gates, guardrails, and on Enterprise, SSO, role-based access and PII redaction hooks.
- Flexible deployment
- Run on CrewAI cloud; Enterprise adds a dedicated VPC or the customer's own infrastructure. Agents can be exported as an MCP server.
Langflow
- Visual flow editor
- A flow is built by dragging component nodes onto a canvas and connecting them. Each component is one step, with parameters you fix or override at run time.
- Playground
- Test a flow and see its logic and responses in real time without building the rest of the application, or run a single component on its own.
- Agents and tools
- Agent components can call other components and whole flows as tools, running as a single agent or as several working together.
- MCP server and client
- Flows can be exposed as tools through Langflow's MCP server, and Langflow can connect to external MCP servers as a client.
- API and deployment
- Flows run from your own code through the Langflow API or are exported as JSON. The docs cover Docker, Kubernetes, remote servers and cloud providers.
- Custom Python components
- Components are written in Python, so you can edit the ones provided, write your own or install components shared by other users.
Plans
CrewAI
Basic$0
Visual editor, AI copilot, tracing and GitHub integration; 2 automations and a hard cap of 50 executions a month.
EnterpriseCustom
SSO, RBAC, PII redaction, enterprise connectors, dedicated support, and deployment on CrewAI cloud, a VPC or your own servers.
Langflow
Langflow OSSFree
The full MIT-licensed application, run with Langflow Desktop on macOS or Windows, a Docker image or the Python package.
IBM Elite Support for LangflowCustom
Optional subscription to IBM technical support for open-source deployments you run yourself. It covers support only and includes no software license.
Common questions
Which is cheaper, CrewAI or Langflow?
As of Nov 12, 2026, CrewAI publishes no starting price, and Langflow publishes no starting price.
Which has a free plan, CrewAI or Langflow?
As of Nov 12, 2026, both CrewAI and Langflow have a free plan.
Which platforms do CrewAI and Langflow run on?
As of Nov 12, 2026, only Langflow lists macOS, Windows and Linux apps. Both list a web app. A platform missing from a listing is one its maker's pages did not mention.
More comparisons
How this page was made
- The verdict at the top follows a fixed rule. When both tools are in the same category and either is in our top three for it, the verdict follows that ranking: the higher-placed tool is our pick. The top three weigh who each tool suits as well as its grades, so a pick can go against the GPA. Otherwise the page does not pick one and says which grades higher: the higher GPA first; on a tie, the one with a free plan, then the one that starts cheaper in dollars a month, counted the same way for both; if they are still level, what the choice depends on.
- The grades are our own, from each tool’s review or report card. The GPA is their average.
- Prices, plans and platforms come from each tool’s listing. The table above says where each price was read and when.
- The differences and the answers to the questions are worked out from those listings.