CrewAI vs Swarms (2026): which should you pick?

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 Swarms if

• Fits if you want to run several coordinating agents from Python or a REST call
• Works for developers who would rather rent the hosting than run it

Look elsewhere if

• Skip it if you want a no-code builder, as agents are built in code or the API
• Tight if you stay free: batch, reasoning agents and graph workflows are paid
• Watch out: tokens cost the provider price plus 15%, and each agent in a swarm adds $0.01
• Watch out: calls fail when the credit balance falls under $1.00

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.

Swarms

• Tokens are billed at each model's provider price plus a 15% service fee, with $0.01 per agent in swarm workflows and $0.25 per image.
• Premium endpoints (batch, reasoning agents, graph workflows) are not available on the Free plan.
• Billable calls need a credit balance above $1.00 and return an error below it.
• It is a developer product: agents are built in code or through the API, not through a no-code builder.

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.

Swarms

Multi-agent architectures

Build hierarchical, sequential and parallel agent collaborations, with agent-to-agent communication and shared memory systems.

Python and Rust frameworks

Agents are written in Swarms Python or Swarms Rust, and the vendor describes the Python framework as open source.

Hosted Swarms API

Send agent configurations and a task over REST from any language and get the result back, without running the orchestration yourself.

Run monitoring in Swarms Cloud

A dashboard shows each run's logs, token use, cost and context use.

Marketplace for agents

Agents, prompts, tools, MCP servers and skills can be bought and sold; sellers keep 90% of each sale.

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.

Swarms

• Free$0

  Pay-per-use credits, 100 requests a minute, 1,200 requests a day, 200K tokens per agent, marketplace access.

• Pro$19.99

  per month

  Adds global availability zones, extra multi-agent architectures, API telemetry, priority queue, Pro models and premium endpoints.

• Premium$100

  per month ($1,020 per year)

  2,000 requests a minute, 100,000 a day, 2M tokens per agent, 500 agents per batch, SOC 2 compliance and 24/7 support.

• EnterpriseCustom

  Custom rate limits, dedicated infrastructure, on-premise or VPC deployment, custom SLAs and white-label options.

CrewAI

No public discounts listed.

Swarms

• Annual discount

  Premium billed yearly saves 15%

  Premium is $100 a month, or $1,020 a year, which the pricing page describes as a 15% saving.

• Other savings

  Half-price tokens overnight

  Swarm completions get 50% off token costs between 8 PM and 6 AM Pacific Time; agent fees are unchanged.