THE AI AGENT FIELD GUIDESOURCES FIRST. CLEARER CHOICES.
CONDITIONS BEFORE CONCLUSIONS

See the differences that matter.

Choose 2–3 products for a shared fact matrix, or read an editorial comparison for a specific task. Unknown means not verified, not unsupported.

Documented product facts; unknown fields are not negative claims.
Selection questionCrewAICrewAIDifyDify
Product typeAutomated workflowAutomated workflow
Best suited forDevelopers implementing role-based agent teams inside a structured workflow with explicit state and task boundaries.Technical and business teams designing inspectable AI workflows or a custom knowledge application with deployment choice.
Shared / related tasks
Price modelOpen-source framework · model costs · enterprise platformThe official documentation describes an open-source framework; the main site describes a managed enterprise platform with demo-led procurement. External model/tools and hosted enterprise features have separate costs and license conditions.Cloud plans · self-hosted edition · separate model costsThe reviewed page lists cloud workspace limits and model/message credits, plus private deployment choices. A self-hosted edition does not include infrastructure or external model costs; license restrictions require separate inspection.
Price amountNot verified — not assumed to be $0Not verified — not assumed to be $0
DeploymentLocally operated framework or separately licensed managed/enterprise platformManaged cloud, private/VPC, or self-hosted Community Edition
APIYes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1Yes (documented)Plan eligibility and exact endpoint scopes require confirmation.Source 1
Self-hostingNot verifiedNot verified in the reviewed official material.Yes (documented)Documented deployment option; configuration and license conditions still need review.Source 1
Open sourceNot verifiedThe license of the exact distribution has not been established as an open-source license.Not verifiedThe license of the exact distribution has not been established as an open-source license.
InputsPython workflow code or configured canvas, agent roles and tools, model access, state schema, event triggers, and acceptance criteria.Workflow specification, knowledge documents, model/provider configuration, permitted tools, environment variables, and test cases.
OutputsCrew task artifacts, Flow state transitions, connected-tool results, and managed-platform traces when enabled.Configured agents and workflows, knowledge applications, web-app or API delivery, and execution paths to review.
Platform relationshipNot verifiedNot verified
PermissionsExact action scopes not verifiedExact action scopes not verified
Commercial useOutput rights, data-provider licenses, and applicable contractual conditions require review for the intended use.Output rights, data-provider licenses, and applicable contractual conditions require review for the intended use.
Human reviewValidate governance and action boundaries in a development environment before scheduling or publishing agents. Review generated code, dependencies, security boundaries, and CI before merging or deployment.Validate governance and action boundaries in a development environment before scheduling or publishing agents. Review generated code, dependencies, security boundaries, and CI before merging or deployment.
Enterprise Operations · Knowledge connectionsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Agent configurationRole-based Crews inside structured stateful FlowsSource 1Visual workflow nodes, retrieval pipelines, tool use, and human-input stepsSource 1
Enterprise Operations · Approval requirementsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Enterprise Operations · Execution visibilityManaged platform tracing, cost accounting, and approval gatesSource 1Visible execution paths for testing and debuggingSource 1
Enterprise Operations · Deployment optionsLocally operated framework; managed enterprise build/runtimeSource 1Cloud, VPC/private, and self-hosted Community EditionSource 1
Enterprise Operations · Data handlingNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Development environmentPython framework and separate managed visual/canvas platformSource 1Visual workflow and knowledge-application workspaceSource 1
Software Development · Repository accessNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Execution permissionsNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Change reviewNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Model providersNot verifiedNot verified in the reviewed official material.Not verifiedNot verified in the reviewed official material.
Software Development · Deployment optionsLocally operated framework; managed enterprise build/runtimeSource 1Cloud, VPC/private, and self-hosted Community EditionSource 1
VerificationPartially verified · 2026-10-02Partially verified · 2026-10-02
Independent testingNot conducted by uAgentKitNot conducted by uAgentKit

What “official sources” means We read vendor material for the claims cited below. This is a documentation review. No independent product test or professional endorsement is implied. Read our method →

  1. Official CrewAI enterprise build/runtime offering

    CrewAI · www.crewai.com · Read · 2026-10-02

  2. Official CrewAI Crews and Flows framework

    CrewAI · docs.crewai.com · Read · 2026-10-02

  3. Official Dify workflow and deployment options

    Dify · dify.ai · Read · 2026-10-02

  4. Official Dify plan and deployment conditions

    Dify · dify.ai · Read · 2026-10-02

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